| "use strict";(self.webpackChunkdocs_v_2=self.webpackChunkdocs_v_2||[]).push([[9822],{25079:function(e,n,t){t.r(n),t.d(n,{assets:function(){return p},contentTitle:function(){return o},default:function(){return m},frontMatter:function(){return i},metadata:function(){return u},toc:function(){return c}});var r=t(83117),a=t(80102),s=(t(67294),t(3905)),l=["components"],i={title:"Running on Kubernetes",hide_title:!0,sidebar_position:12,version:1},o=void 0,u={unversionedId:"installation/running-on-kubernetes",id:"installation/running-on-kubernetes",title:"Running on Kubernetes",description:"Running on Kubernetes",source:"@site/docs/installation/running-on-kubernetes.mdx",sourceDirName:"installation",slug:"/installation/running-on-kubernetes",permalink:"/docs/installation/running-on-kubernetes",editUrl:"https://github.com/apache/superset/tree/master/docs/docs/installation/running-on-kubernetes.mdx",tags:[],version:"current",sidebarPosition:12,frontMatter:{title:"Running on Kubernetes",hide_title:!0,sidebar_position:12,version:1},sidebar:"tutorialSidebar",previous:{title:"SQL Templating",permalink:"/docs/installation/sql-templating"},next:{title:"Installing Database Drivers",permalink:"/docs/databases/installing-database-drivers"}},p={},c=[{value:"Running on Kubernetes",id:"running-on-kubernetes",level:2},{value:"Prerequisites",id:"prerequisites",level:3},{value:"Running",id:"running",level:3},{value:"Important settings",id:"important-settings",level:3},{value:"Security settings",id:"security-settings",level:4},{value:"Dependencies",id:"dependencies",level:4},{value:"superset_config.py",id:"superset_configpy",level:4},{value:"Environment Variables",id:"environment-variables",level:4},{value:"System packages",id:"system-packages",level:4},{value:"Data sources",id:"data-sources",level:4},{value:"Configuration Examples",id:"configuration-examples",level:3},{value:"Setting up OAuth",id:"setting-up-oauth",level:4},{value:"Enable Alerts and Reports",id:"enable-alerts-and-reports",level:4},{value:"Install a supported webdriver in the Celery worker",id:"install-a-supported-webdriver-in-the-celery-worker",level:5},{value:"Run the Celery beat",id:"run-the-celery-beat",level:5},{value:"Configure the appropriate Celery jobs and SMTP/Slack settings",id:"configure-the-appropriate-celery-jobs-and-smtpslack-settings",level:5}],d={toc:c};function m(e){var n=e.components,t=(0,a.Z)(e,l);return(0,s.kt)("wrapper",(0,r.Z)({},d,t,{components:n,mdxType:"MDXLayout"}),(0,s.kt)("h2",{id:"running-on-kubernetes"},"Running on Kubernetes"),(0,s.kt)("p",null,"Running on Kubernetes is supported with the provided ",(0,s.kt)("a",{parentName:"p",href:"https://helm.sh/"},"Helm")," chart found in the official ",(0,s.kt)("a",{parentName:"p",href:"https://apache.github.io/superset/index.yaml"},"Superset helm repository"),"."),(0,s.kt)("h3",{id:"prerequisites"},"Prerequisites"),(0,s.kt)("ul",null,(0,s.kt)("li",{parentName:"ul"},"A Kubernetes cluster"),(0,s.kt)("li",{parentName:"ul"},"Helm installed")),(0,s.kt)("h3",{id:"running"},"Running"),(0,s.kt)("ol",null,(0,s.kt)("li",{parentName:"ol"},"Add the Superset helm repository")),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-sh"},'helm repo add superset https://apache.github.io/superset\n"superset" has been added to your repositories\n')),(0,s.kt)("ol",{start:2},(0,s.kt)("li",{parentName:"ol"},"View charts in repo")),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-sh"},"helm search repo superset\nNAME CHART VERSION APP VERSION DESCRIPTION\nsuperset/superset 0.1.1 1.0 Apache Superset is a modern, enterprise-ready b...\n")),(0,s.kt)("ol",{start:3},(0,s.kt)("li",{parentName:"ol"},"Configure your setting overrides")),(0,s.kt)("p",null,"Just like any typical Helm chart, you'll need to craft a ",(0,s.kt)("inlineCode",{parentName:"p"},"values.yaml")," file that would define/override any of the values exposed into the default ",(0,s.kt)("a",{parentName:"p",href:"https://github.com/apache/superset/tree/master/helm/superset/values.yaml"},"values.yaml"),", or from any of the dependent charts it depends on:"),(0,s.kt)("ul",null,(0,s.kt)("li",{parentName:"ul"},(0,s.kt)("a",{parentName:"li",href:"https://artifacthub.io/packages/helm/bitnami/redis"},"bitnami/redis")),(0,s.kt)("li",{parentName:"ul"},(0,s.kt)("a",{parentName:"li",href:"https://artifacthub.io/packages/helm/bitnami/postgresql"},"bitnami/postgresql"))),(0,s.kt)("p",null,"More info down below on some important overrides you might need."),(0,s.kt)("ol",{start:4},(0,s.kt)("li",{parentName:"ol"},"Install and run")),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-sh"},"helm upgrade --install --values my-values.yaml superset superset/superset\n")),(0,s.kt)("p",null,"You should see various pods popping up, such as:"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-sh"},"kubectl get pods\nNAME READY STATUS RESTARTS AGE\nsuperset-celerybeat-7cdcc9575f-k6xmc 1/1 Running 0 119s\nsuperset-f5c9c667-dw9lp 1/1 Running 0 4m7s\nsuperset-f5c9c667-fk8bk 1/1 Running 0 4m11s\nsuperset-init-db-zlm9z 0/1 Completed 0 111s\nsuperset-postgresql-0 1/1 Running 0 6d20h\nsuperset-redis-master-0 1/1 Running 0 6d20h\nsuperset-worker-75b48bbcc-jmmjr 1/1 Running 0 4m8s\nsuperset-worker-75b48bbcc-qrq49 1/1 Running 0 4m12s\n")),(0,s.kt)("p",null,"The exact list will depend on some of your specific configuration overrides but you should generally expect:"),(0,s.kt)("ul",null,(0,s.kt)("li",{parentName:"ul"},"N ",(0,s.kt)("inlineCode",{parentName:"li"},"superset-xxxx-yyyy")," and ",(0,s.kt)("inlineCode",{parentName:"li"},"superset-worker-xxxx-yyyy")," pods (depending on your ",(0,s.kt)("inlineCode",{parentName:"li"},"supersetNode.replicaCount")," and ",(0,s.kt)("inlineCode",{parentName:"li"},"supersetWorker.replicaCount")," values)"),(0,s.kt)("li",{parentName:"ul"},"1 ",(0,s.kt)("inlineCode",{parentName:"li"},"superset-postgresql-0")," depending on your postgres settings"),(0,s.kt)("li",{parentName:"ul"},"1 ",(0,s.kt)("inlineCode",{parentName:"li"},"superset-redis-master-0")," depending on your redis settings"),(0,s.kt)("li",{parentName:"ul"},"1 ",(0,s.kt)("inlineCode",{parentName:"li"},"superset-celerybeat-xxxx-yyyy")," pod if you have ",(0,s.kt)("inlineCode",{parentName:"li"},"supersetCeleryBeat.enabled = true")," in your values overrides")),(0,s.kt)("ol",null,(0,s.kt)("li",{parentName:"ol"},"Access it")),(0,s.kt)("p",null,"The chart will publish appropriate services to expose the Superset UI internally within your k8s cluster. To access it externally you will have to either:"),(0,s.kt)("ul",null,(0,s.kt)("li",{parentName:"ul"},"Configure the Service as a ",(0,s.kt)("inlineCode",{parentName:"li"},"LoadBalancer")," or ",(0,s.kt)("inlineCode",{parentName:"li"},"NodePort")),(0,s.kt)("li",{parentName:"ul"},"Set up an ",(0,s.kt)("inlineCode",{parentName:"li"},"Ingress")," for it - the chart includes a definition, but will need to be tuned to your needs (hostname, tls, annotations etc...)"),(0,s.kt)("li",{parentName:"ul"},"Run ",(0,s.kt)("inlineCode",{parentName:"li"},"kubectl port-forward superset-xxxx-yyyy :8088")," to directly tunnel one pod's port into your localhost")),(0,s.kt)("p",null,"Depending how you configured external access, the URL will vary. Once you've identified the appropriate URL you can log in with:"),(0,s.kt)("ul",null,(0,s.kt)("li",{parentName:"ul"},"user: ",(0,s.kt)("inlineCode",{parentName:"li"},"admin")),(0,s.kt)("li",{parentName:"ul"},"password: ",(0,s.kt)("inlineCode",{parentName:"li"},"admin"))),(0,s.kt)("h3",{id:"important-settings"},"Important settings"),(0,s.kt)("h4",{id:"security-settings"},"Security settings"),(0,s.kt)("p",null,"Default security settings and passwords are included but you ",(0,s.kt)("strong",{parentName:"p"},"SHOULD")," override those with your own, in particular:"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"postgresql:\n postgresqlPassword: superset\n")),(0,s.kt)("p",null,"Make sure, you set a unique strong complex alphanumeric string for your SECRET_KEY and use a tool to help you generate\na sufficiently random sequence."),(0,s.kt)("ul",null,(0,s.kt)("li",{parentName:"ul"},"To generate a good key you can run, ",(0,s.kt)("inlineCode",{parentName:"li"},"openssl rand -base64 42"))),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"configOverrides:\n secret: |\n SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'\n")),(0,s.kt)("p",null,"If you want to change the previous secret key then you should rotate the keys.\nDefault secret key for kubernetes deployment is ",(0,s.kt)("inlineCode",{parentName:"p"},"thisISaSECRET_1234")),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"configOverrides:\n my_override: |\n PREVIOUS_SECRET_KEY = 'YOUR_PREVIOUS_SECRET_KEY'\n SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'\ninit:\n command:\n - /bin/sh\n - -c\n - |\n . {{ .Values.configMountPath }}/superset_bootstrap.sh\n superset re-encrypt-secrets\n . {{ .Values.configMountPath }}/superset_init.sh\n")),(0,s.kt)("h4",{id:"dependencies"},"Dependencies"),(0,s.kt)("p",null,"Install additional packages and do any other bootstrap configuration in this script. For production clusters it's\nrecommended to build own image with this step done in CI. The following example installs the Big Query and Elasticsearch\ndatabase drivers so that you can connect to those datasources in your Superset installation."),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},'bootstrapScript: |\n #!/bin/bash\n pip install psycopg2==2.9.1 \\\n redis==3.2.1 \\\n pybigquery==2.26.0 \\\n elasticsearch-dbapi==0.2.5 &&\\\n if [ ! -f ~/bootstrap ]; then echo "Running Superset with uid {{ .Values.runAsUser }}" > ~/bootstrap; fi\n')),(0,s.kt)("h4",{id:"superset_configpy"},"superset_config.py"),(0,s.kt)("p",null,"The default ",(0,s.kt)("inlineCode",{parentName:"p"},"superset_config.py")," is fairly minimal and you will very likely need to extend it. This is done by specifying one or more key/value entries in ",(0,s.kt)("inlineCode",{parentName:"p"},"configOverrides"),", e.g.:"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},'configOverrides:\n my_override: |\n # This will make sure the redirect_uri is properly computed, even with SSL offloading\n ENABLE_PROXY_FIX = True\n FEATURE_FLAGS = {\n "DYNAMIC_PLUGINS": True\n }\n')),(0,s.kt)("p",null,"Those will be evaluated as Helm templates and therefore will be able to reference other ",(0,s.kt)("inlineCode",{parentName:"p"},"values.yaml")," variables e.g. ",(0,s.kt)("inlineCode",{parentName:"p"},"{{ .Values.ingress.hosts[0] }}")," will resolve to your ingress external domain."),(0,s.kt)("p",null,"The entire ",(0,s.kt)("inlineCode",{parentName:"p"},"superset_config.py")," will be installed as a secret, so it is safe to pass sensitive parameters directly... however it might be more readable to use secret env variables for that."),(0,s.kt)("p",null,"Full python files can be provided by running ",(0,s.kt)("inlineCode",{parentName:"p"},"helm upgrade --install --values my-values.yaml --set-file configOverrides.oauth=set_oauth.py")),(0,s.kt)("h4",{id:"environment-variables"},"Environment Variables"),(0,s.kt)("p",null,"Those can be passed as key/values either with ",(0,s.kt)("inlineCode",{parentName:"p"},"extraEnv")," or ",(0,s.kt)("inlineCode",{parentName:"p"},"extraSecretEnv")," if they're sensitive. They can then be referenced from ",(0,s.kt)("inlineCode",{parentName:"p"},"superset_config.py")," using e.g. ",(0,s.kt)("inlineCode",{parentName:"p"},'os.environ.get("VAR")'),"."),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},'extraEnv:\n SMTP_HOST: smtp.gmail.com\n SMTP_USER: user@gmail.com\n SMTP_PORT: "587"\n SMTP_MAIL_FROM: user@gmail.com\n\nextraSecretEnv:\n SMTP_PASSWORD: xxxx\n\nconfigOverrides:\n smtp: |\n import ast\n SMTP_HOST = os.getenv("SMTP_HOST","localhost")\n SMTP_STARTTLS = ast.literal_eval(os.getenv("SMTP_STARTTLS", "True"))\n SMTP_SSL = ast.literal_eval(os.getenv("SMTP_SSL", "False"))\n SMTP_USER = os.getenv("SMTP_USER","superset")\n SMTP_PORT = os.getenv("SMTP_PORT",25)\n SMTP_PASSWORD = os.getenv("SMTP_PASSWORD","superset")\n')),(0,s.kt)("h4",{id:"system-packages"},"System packages"),(0,s.kt)("p",null,"If new system packages are required, they can be installed before application startup by overriding the container's ",(0,s.kt)("inlineCode",{parentName:"p"},"command"),", e.g.:"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"supersetWorker:\n command:\n - /bin/sh\n - -c\n - |\n apt update\n apt install -y somepackage\n apt autoremove -yqq --purge\n apt clean\n\n # Run celery worker\n . {{ .Values.configMountPath }}/superset_bootstrap.sh; celery --app=superset.tasks.celery_app:app worker\n")),(0,s.kt)("h4",{id:"data-sources"},"Data sources"),(0,s.kt)("p",null,"Data source definitions can be automatically declared by providing key/value yaml definitions in ",(0,s.kt)("inlineCode",{parentName:"p"},"extraConfigs"),":"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},'extraConfigs:\n import_datasources.yaml: |\n databases:\n - allow_file_upload: true\n allow_ctas: true\n allow_cvas: true\n database_name: example-db\n extra: "{\\r\\n \\"metadata_params\\": {},\\r\\n \\"engine_params\\": {},\\r\\n \\"\\\n metadata_cache_timeout\\": {},\\r\\n \\"schemas_allowed_for_file_upload\\": []\\r\\n\\\n }"\n sqlalchemy_uri: example://example-db.local\n tables: []\n')),(0,s.kt)("p",null,"Those will also be mounted as secrets and can include sensitive parameters."),(0,s.kt)("h3",{id:"configuration-examples"},"Configuration Examples"),(0,s.kt)("h4",{id:"setting-up-oauth"},"Setting up OAuth"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},'extraEnv:\n AUTH_DOMAIN: example.com\n\nextraSecretEnv:\n GOOGLE_KEY: xxxxxxxxxxxx-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx.apps.googleusercontent.com\n GOOGLE_SECRET: xxxxxxxxxxxxxxxxxxxxxxxx\n\nconfigOverrides:\n enable_oauth: |\n # This will make sure the redirect_uri is properly computed, even with SSL offloading\n ENABLE_PROXY_FIX = True\n\n from flask_appbuilder.security.manager import AUTH_OAUTH\n AUTH_TYPE = AUTH_OAUTH\n OAUTH_PROVIDERS = [\n {\n "name": "google",\n "icon": "fa-google",\n "token_key": "access_token",\n "remote_app": {\n "client_id": os.getenv("GOOGLE_KEY"),\n "client_secret": os.getenv("GOOGLE_SECRET"),\n "api_base_url": "https://www.googleapis.com/oauth2/v2/",\n "client_kwargs": {"scope": "email profile"},\n "request_token_url": None,\n "access_token_url": "https://accounts.google.com/o/oauth2/token",\n "authorize_url": "https://accounts.google.com/o/oauth2/auth",\n "authorize_params": {"hd": os.getenv("AUTH_DOMAIN", "")}\n },\n }\n ]\n\n # Map Authlib roles to superset roles\n AUTH_ROLE_ADMIN = \'Admin\'\n AUTH_ROLE_PUBLIC = \'Public\'\n\n # Will allow user self registration, allowing to create Flask users from Authorized User\n AUTH_USER_REGISTRATION = True\n\n # The default user self registration role\n AUTH_USER_REGISTRATION_ROLE = "Admin"\n')),(0,s.kt)("h4",{id:"enable-alerts-and-reports"},"Enable Alerts and Reports"),(0,s.kt)("p",null,"For this, as per the ",(0,s.kt)("a",{parentName:"p",href:"/docs/installation/email-reports"},"Alerts and Reports doc"),", you will need to:"),(0,s.kt)("h5",{id:"install-a-supported-webdriver-in-the-celery-worker"},"Install a supported webdriver in the Celery worker"),(0,s.kt)("p",null,"This is done either by using a custom image that has the webdriver pre-installed, or installing at startup time by overriding the ",(0,s.kt)("inlineCode",{parentName:"p"},"command"),". Here's a working example for ",(0,s.kt)("inlineCode",{parentName:"p"},"chromedriver"),":"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"supersetWorker:\n command:\n - /bin/sh\n - -c\n - |\n # Install chrome webdriver\n # See https://github.com/apache/superset/blob/4fa3b6c7185629b87c27fc2c0e5435d458f7b73d/docs/src/pages/docs/installation/email_reports.mdx\n apt update\n wget https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb\n apt install -y --no-install-recommends ./google-chrome-stable_current_amd64.deb\n wget https://chromedriver.storage.googleapis.com/88.0.4324.96/chromedriver_linux64.zip\n unzip chromedriver_linux64.zip\n chmod +x chromedriver\n mv chromedriver /usr/bin\n apt autoremove -yqq --purge\n apt clean\n rm -f google-chrome-stable_current_amd64.deb chromedriver_linux64.zip\n\n # Run\n . {{ .Values.configMountPath }}/superset_bootstrap.sh; celery --app=superset.tasks.celery_app:app worker\n")),(0,s.kt)("h5",{id:"run-the-celery-beat"},"Run the Celery beat"),(0,s.kt)("p",null,"This pod will trigger the scheduled tasks configured in the alerts and reports UI section:"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"supersetCeleryBeat:\n enabled: true\n")),(0,s.kt)("h5",{id:"configure-the-appropriate-celery-jobs-and-smtpslack-settings"},"Configure the appropriate Celery jobs and SMTP/Slack settings"),(0,s.kt)("pre",null,(0,s.kt)("code",{parentName:"pre",className:"language-yaml"},"extraEnv:\n SMTP_HOST: smtp.gmail.com\n SMTP_USER: user@gmail.com\n SMTP_PORT: \"587\"\n SMTP_MAIL_FROM: user@gmail.com\n\nextraSecretEnv:\n SLACK_API_TOKEN: xoxb-xxxx-yyyy\n SMTP_PASSWORD: xxxx-yyyy\n\nconfigOverrides:\n feature_flags: |\n import ast\n\n FEATURE_FLAGS = {\n \"ALERT_REPORTS\": True\n }\n\n SMTP_HOST = os.getenv(\"SMTP_HOST\",\"localhost\")\n SMTP_STARTTLS = ast.literal_eval(os.getenv(\"SMTP_STARTTLS\", \"True\"))\n SMTP_SSL = ast.literal_eval(os.getenv(\"SMTP_SSL\", \"False\"))\n SMTP_USER = os.getenv(\"SMTP_USER\",\"superset\")\n SMTP_PORT = os.getenv(\"SMTP_PORT\",25)\n SMTP_PASSWORD = os.getenv(\"SMTP_PASSWORD\",\"superset\")\n SMTP_MAIL_FROM = os.getenv(\"SMTP_MAIL_FROM\",\"superset@superset.com\")\n\n SLACK_API_TOKEN = os.getenv(\"SLACK_API_TOKEN\",None)\n celery_conf: |\n from celery.schedules import crontab\n\n class CeleryConfig(object):\n broker_url = f\"redis://{env('REDIS_HOST')}:{env('REDIS_PORT')}/0\"\n imports = ('superset.sql_lab', \"superset.tasks\", \"superset.tasks.thumbnails\", )\n result_backend = f\"redis://{env('REDIS_HOST')}:{env('REDIS_PORT')}/0\"\n task_annotations = {\n 'sql_lab.get_sql_results': {\n 'rate_limit': '100/s',\n },\n 'email_reports.send': {\n 'rate_limit': '1/s',\n 'time_limit': 600,\n 'soft_time_limit': 600,\n 'ignore_result': True,\n },\n }\n beat_schedule = {\n 'reports.scheduler': {\n 'task': 'reports.scheduler',\n 'schedule': crontab(minute='*', hour='*'),\n },\n 'reports.prune_log': {\n 'task': 'reports.prune_log',\n 'schedule': crontab(minute=0, hour=0),\n },\n 'cache-warmup-hourly': {\n 'task': 'cache-warmup',\n 'schedule': crontab(minute='*/30', hour='*'),\n 'kwargs': {\n 'strategy_name': 'top_n_dashboards',\n 'top_n': 10,\n 'since': '7 days ago',\n },\n }\n }\n\n CELERY_CONFIG = CeleryConfig\n reports: |\n EMAIL_PAGE_RENDER_WAIT = 60\n WEBDRIVER_BASEURL = \"http://{{ template \"superset.fullname\" . }}:{{ .Values.service.port }}/\"\n WEBDRIVER_BASEURL_USER_FRIENDLY = \"https://www.example.com/\"\n WEBDRIVER_TYPE= \"chrome\"\n WEBDRIVER_OPTION_ARGS = [\n \"--force-device-scale-factor=2.0\",\n \"--high-dpi-support=2.0\",\n \"--headless\",\n \"--disable-gpu\",\n \"--disable-dev-shm-usage\",\n # This is required because our process runs as root (in order to install pip packages)\n \"--no-sandbox\",\n \"--disable-setuid-sandbox\",\n \"--disable-extensions\",\n ]\n")))}m.isMDXComponent=!0},3905:function(e,n,t){t.d(n,{Zo:function(){return p},kt:function(){return m}});var r=t(67294);function a(e,n,t){return n in e?Object.defineProperty(e,n,{value:t,enumerable:!0,configurable:!0,writable:!0}):e[n]=t,e}function s(e,n){var t=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);n&&(r=r.filter((function(n){return Object.getOwnPropertyDescriptor(e,n).enumerable}))),t.push.apply(t,r)}return t}function l(e){for(var n=1;n<arguments.length;n++){var t=null!=arguments[n]?arguments[n]:{};n%2?s(Object(t),!0).forEach((function(n){a(e,n,t[n])})):Object.getOwnPropertyDescriptors?Object.defineProperties(e,Object.getOwnPropertyDescriptors(t)):s(Object(t)).forEach((function(n){Object.defineProperty(e,n,Object.getOwnPropertyDescriptor(t,n))}))}return e}function i(e,n){if(null==e)return{};var t,r,a=function(e,n){if(null==e)return{};var t,r,a={},s=Object.keys(e);for(r=0;r<s.length;r++)t=s[r],n.indexOf(t)>=0||(a[t]=e[t]);return a}(e,n);if(Object.getOwnPropertySymbols){var s=Object.getOwnPropertySymbols(e);for(r=0;r<s.length;r++)t=s[r],n.indexOf(t)>=0||Object.prototype.propertyIsEnumerable.call(e,t)&&(a[t]=e[t])}return a}var o=r.createContext({}),u=function(e){var n=r.useContext(o),t=n;return e&&(t="function"==typeof e?e(n):l(l({},n),e)),t},p=function(e){var n=u(e.components);return r.createElement(o.Provider,{value:n},e.children)},c={inlineCode:"code",wrapper:function(e){var n=e.children;return r.createElement(r.Fragment,{},n)}},d=r.forwardRef((function(e,n){var t=e.components,a=e.mdxType,s=e.originalType,o=e.parentName,p=i(e,["components","mdxType","originalType","parentName"]),d=u(t),m=a,g=d["".concat(o,".").concat(m)]||d[m]||c[m]||s;return t?r.createElement(g,l(l({ref:n},p),{},{components:t})):r.createElement(g,l({ref:n},p))}));function m(e,n){var t=arguments,a=n&&n.mdxType;if("string"==typeof e||a){var s=t.length,l=new Array(s);l[0]=d;var i={};for(var o in n)hasOwnProperty.call(n,o)&&(i[o]=n[o]);i.originalType=e,i.mdxType="string"==typeof e?e:a,l[1]=i;for(var u=2;u<s;u++)l[u]=t[u];return r.createElement.apply(null,l)}return r.createElement.apply(null,t)}d.displayName="MDXCreateElement"}}]); |