Upload 5 files

app.py

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+from llama_index import SimpleDirectoryReader, LangchainEmbedding, GPTListIndex,GPTVectorStoreIndex, PromptHelper, LLMPredictor, ServiceContext
+from langchain import OpenAI
+import gradio as gr
+import sys
+import os
+os.chdir(r'/Users/bobmax/Documents/GPT/01 SourceCode/langchain-chatbot-main')  # 文件路径
+os.environ["OPENAI_API_KEY"] = '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'
+def construct_index(directory_path):
+    max_input_size = 4096
+    num_outputs = 2000
+    max_chunk_overlap = 20
+    chunk_size_limit = 600
+    prompt_helper = PromptHelper(max_input_size, num_outputs, max_chunk_overlap, chunk_size_limit=chunk_size_limit)
+    llm_predictor = LLMPredictor(llm=OpenAI(temperature=0.7, model_name="gpt-3.5-turbo", max_tokens=num_outputs))
+    documents = SimpleDirectoryReader(directory_path).load_data()
+    service_context = ServiceContext.from_defaults(llm_predictor=llm_predictor)
+    index = GPTVectorStoreIndex.from_documents(documents,service_context=service_context)
+    index.save_to_disk('index.json')
+    return index
+def chatbot(input_text):
+    index = GPTVectorStoreIndex.load_from_disk('index.json')
+    response = index.query(input_text, response_mode="compact")
+    return response.response
+iface = gr.Interface(fn=chatbot,
+                     inputs=gr.inputs.Textbox(lines=7, label="请输入，您想从知识库中获取什么？"),
+                     outputs="text",
+                     title="AI 本地知识库ChatBot")
+index = construct_index("docs")
+iface.launch(share=True)

docs/cka.txt

@@ -0,0 +1,164 @@
+Master at least 2 core CPUs & 4GB RAM
+Nodes  at least 1 core CPUs & 4GB RAM
+
+//Installing runtime
+https://kubernetes.io/docs/setup/cri/#docker
+
+//Installing kubeadm, kubelet and kubectl
+https://kubernetes.io/docs/setup/independent/install-kubeadm/#installing-kubeadm-kubelet-and-kubectl
+
+//On Master
+sudo kubeadm init --pod-network-cidr=<> --apiserver-advertise-address=<ip-address-of-master>
+// For starting a Calico CNI: 192.168.0.0/16 or For starting a Flannel CNI: 10.244.0.0/16
+
+
+//Run the following commands as normal user
+mkdir -p $HOME/.kube
+sudo cp -i /etc/kubernetes/admin.conf $HOME/.kube/config
+sudo chown $(id -u):$(id -g) $HOME/.kube/config
+
+kubectl get nodes
+kubectl get pods --all-namespaces
+kubectl get -o wide pods --all-namespaces
+
+//Create POD based on Calico
+kubectl apply -f https://docs.projectcalico.org/v3.3/getting-started/kubernetes/installation/hosted/rbac-kdd.yaml
+kubectl apply -f https://docs.projectcalico.org/v3.3/getting-started/kubernetes/installation/hosted/kubernetes-datastore/calico-networking/1.7/calico.yaml
+
+//Create the dashboard
+kubectl apply -f https://raw.githubusercontent.com/kubernetes/dashboard/master/aio/deploy/recommended/kubernetes-dashboard.yaml
+
+//enable proxy to access dashboard
+kubectl proxy
+
+//Create a service account for your dashboard
+kubectl create serviceaccount dashboard -n default
+
+//Add cluster binding rules for your roles
+kubectl create clusterrolebinding dashboard-admin -n default \
+  --clusterrole=cluster-admin \
+  --serviceaccount=default:dashboard
+
+//Get the secret key for the dashboard token password
+kubectl get secrets $(kubectl get serviceaccount dashboard -o jsonpath="{.secrets[0].name}") -o jsonpath="{.data.token}" |base64 --decode
+
+//Access the dashboard
+http://localhost:8001/api/v1/namespaces/kube-system/services/https:kubernetes-dashboard:/proxy/
+
+//Node add to the cluster
+sudo kubeadm join <master-ip>:<master-port> --token <token> --discovery-token-ca-cert-hash sha256:<hash>
+
+//Cluster is up!
+
+//On Master, deploy a NGINX app
+kubectl create deployment nginx --image=nginx            //create a deployment
+kubectl get deployments                                  //verify deployment
+kubectl describe deployment nginx                        //details of deployment
+kubectl create service nodeport nginx --tcp=80:80        //create service
+kubectl get svc                                          //check service
+kubectl delete deployment nginx                          //delete deployment
+
+
+//Create deplyment with yaml
+apiVersion: extensions/v1beta1
+kind: Deployment
+metadata:
+  name: rss
+spec:
+  replicas: 2
+  template:
+    metadata:
+      labels:
+        app: rss
+    spec:
+      containers:
+      - name: front-end
+        image: nginx
+        ports:
+        - containerPort: 80
+      - name: rss-reader
+        image: nickchase/rss-php-nginx:v1 
+        ports:
+        - containerPort: 88
+
+
+kubectl create -f deployment.yaml
+
+
+
+// 1. Create deployment and service
+
+// 2. 列出环境内所有的pv 并以 name字段排序
+kubectl get pv --sort-by=.metadata.name
+
+// 3. 找到一个label的所有pod，并把结果写到指定文件中
+kubectl get pods -l app=nginx
+
+// 4. 列出k8s可用的节点，不包含不可调度的 和 NoReachable的节点，并把数字写入到文件里
+kubectl get nodes
+https://kubernetes.io/docs/reference/kubectl/cheatsheet/
+
+// 5. 创建一个pv，类型是hostPath
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv
+spec:
+  capacity:
+    storage: 1Gi  
+  accessModes:
+    - ReadOnlyMany
+  hostPath:
+    path: /data
+
+// 6. 给出一个集群，排查出集群的故障，connect refuse
+没做出来，可能是认证问题
+
+// 7. 给出一个失联节点集群，排查节点故障，恢复集群
+kubectl get nodes
+kubectl describe node node1
+ssh node1
+kubelete service not start
+
+//8. 创建一个pod名称为nginx，并将其调度到节点为 disk=ssd上
+apiVersion: v1
+kind: Pod
+metadata:
+  name: nginx
+  labels:
+    app: nginx
+spec:
+  containers:
+  - name: nginx
+    image: nginx
+    imagePullPolicy: IfNotPresent
+  nodeSelector:
+    disktype: ssd
+
+//9. 提供一个pod的yaml，要求添加Init Container
+Init Container的作用是创建一个空文件，pod的Containers判断文件是否存在，不存在则退出
+https://kubernetes.io/docs/concepts/workloads/pods/init-containers/
+
+//10. 创建一个nginx的Workload，保证其在每个节点上运行
+daemonset
+https://kubernetes.io/docs/concepts/workloads/controllers/daemonset/
+
+//11. 将deployment为nginx-app的副本数从1变成4
+kubectl scale  --replicas=4 deployment nginx-app
+
+//12. 创建Secret 名为mysecret，内含有password字段，值为xx，然后 在pod里 使用ENV进行调用
+https://kubernetes.io/docs/concepts/configuration/secret/
+
+//13. TLS Bootstrapping
+https://kubernetes.io/docs/reference/command-line-tools-reference/kubelet-tls-bootstrapping/
+https://mritd.me/2018/08/28/kubernetes-tls-bootstrapping-with-bootstrap-token/
+
+//14. 使用etcd 备份功能备份etcd，提供endpoint 证书
+https://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd/#backing-up-an-etcd-cluster
+ETCDCTL_API=3 etcdctl --endpoints https://127.0.0.1:2379 \
+--cacert=ca.pem --cert=cert.pem --key=key.pem \
+snapshot save snapshotdb
+
+//15. 其他，静态pod ／ 更新image，然后回滚
+https://kubernetes.io/docs/tasks/administer-cluster/static-pod/
+https://kubernetes.io/docs/concepts/configuration/taint-and-toleration/

docs/exam.txt

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+Exam Tips for
+Certified Kubernetes Administrator (CKA) and Certified Kubernetes Application Developer (CKAD)
+Exam Details
+● You can take the CKA exam and the CKAD exam from any qualifying computer, anywhere there is internet, almost any time. No need to go to a test center. (see Hardware Compatibility Check below)
+● The online exams consists of a set of performance-based items (problems) to be solved on the command line. CKA exam consists of 24 problems, CKAD exam consists of 19 problems.
+● The exam is expected to take 3 hours (CKA) / 2 hours (CKAD) to complete.
+What You Need For Your Exam
+● Make sure your ID is ready for the exam. You may use any current, non-expired government ID that has your photo and full name in the Latin alphabet
+● Exams are delivered online and closely monitored by proctors via webcam, audio, and remote screen viewing.
+● Candidates must provide their own front-end hardware to take exams, including a computer with:
+● Chrome or Chromium browser
+● reliable internet access
+● webcam
+● microphone
+Hardware Compatibility Check
+● Candidates should ​run the compatibility check tool provided​ by the Exam Proctoring Partner to verify that their hardware meets the minimum requirements.
+● The tool is located at​ h​ ttps://www.examslocal.com/ScheduleExam/Home/CompatibilityCheck​. Select “Linux Foundation” as the Exam Sponsor and “CKA” or “CKAD” as the Exam.
+● At this time, only Chrome and Chromium browsers are supported and candidates need a functioning webcam so that the proctor can see them.
+Exam Results
+● Results will be emailed 36 hours from the time that the exam was completed.
+● Results will also be made available on My Portal.
+ 
+Resources allowed during exam
+● Candidates may use their Chrome or Chromium browser to open one additional tab in order to access assets at​ ​https://kubernetes.io/docs/​ and its subdomain, ​https://github.com/kubernetes/ and its subdomains, or​ https://kubernetes.io/blog/​. No other tabs may be opened and no other sites may be navigated to. ​The allowed sites above may contain links that point to external sites. It is the responsibility of the candidate not to click on any links that cause them to navigate to a domain that is not allowed.
+Please see the ​Candidate Handbook​ for additional information covering policies, procedures and rules during the exam.
+Answers to Frequently Asked Questions (FAQ) can be found ​here
+If you cannot find an answer to your question in the Candidate Handbook or FAQ, you may contact Customer Support at ​certificationsupport@cncf.io
+Technical Instructions
+You may access these instructions at any time while taking the exam by typing 'man lf_exam'.
+1. Root privileges can be obtained by running 'sudo −i'.
+2. Rebooting of your server IS permitted at anytime.
+3. Do not stop or tamper with the gateone process as this will END YOUR EXAM SESSION.
+4. Do not block incoming ports 8080/tcp, 4505/tcp and 4506/tcp. This includes firewall rules that are
+found within the distribution's default firewall configuration files as well as interactive firewall
+commands.
+5. Use Ctrl+Alt+W instead of Ctrl+W.
+5.1. Ctrl+W is a keyboard shortcut that will close the current tab in Google Chrome.
+6. Ctrl+C & and Ctrl+V are not supported in your exam terminal, nor is copy and pasting large
+amounts of text. To copy and paste limited amounts of text (1−2 lines) please use;
+6.1. For Linux: select text for copy and middle button for paste (or both left and right
+simultaneously if you have no middle button).
+6.2. For Mac: ⌘+C to copy and ⌘+V to paste.
+6.3. For Windows: Ctrl+Insert to copy and Shift+Insert to paste.
+6.4. In addition, you might find it helpful to use the Notepad (see top menu under 'Exam
+Controls') to manipulate text before pasting to the command line.
+7. Installation of services and applications included in this exam may require modification of system
+security policies to successfully complete.
+8. Only a single terminal console is available during the exam. Terminal multiplexers such as GNU
+Screen and tmux can be used to create virtual consoles.
+General Notes
+● The first exam item contains instructions and notes on the exam environment. Ensure you read this item thoroughly before commencing your exam.
+● You can use the question navigation features to return to the first exam item at any time.
+CKA & CKAD Environment
+● Each question on this exam must be completed on a designated cluster/configuration context.
+● To minimize switching, the questions are grouped so that all questions on a given cluster appear
+consecutively.
+● There are six clusters (CKA) / four clusters (CKAD) that comprise the exam environment, made
+up of varying numbers of containers, as follows:

index.json

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+{"index_struct": {"__type__": "vector_store", "__data__": {"index_id": "d27d8b04-59b3-4ef3-b17f-37ee2039538b", "summary": null, "nodes_dict": {"fd8eb358-e95e-470e-947e-502c4a7049d0": "fd8eb358-e95e-470e-947e-502c4a7049d0", "dfcf8ff4-d83e-40d3-bdfb-0a86b70fef02": "dfcf8ff4-d83e-40d3-bdfb-0a86b70fef02"}, "doc_id_dict": {"c16ba1d6-bc6d-4feb-b9e4-a4cbf51c1f9d": ["fd8eb358-e95e-470e-947e-502c4a7049d0"], "a8a4edb9-f4f6-4853-967a-cf727a6f77ce": ["dfcf8ff4-d83e-40d3-bdfb-0a86b70fef02"]}, "embeddings_dict": {}}}, "docstore": {"__type__": "simple", "__data__": {"docs": {"fd8eb358-e95e-470e-947e-502c4a7049d0": {"text": "Master at least 2 core CPUs & 4GB RAM\nNodes  at least 1 core CPUs & 4GB RAM\n\n//Installing runtime\nhttps://kubernetes.io/docs/setup/cri/#docker\n\n//Installing kubeadm, kubelet and kubectl\nhttps://kubernetes.io/docs/setup/independent/install-kubeadm/#installing-kubeadm-kubelet-and-kubectl\n\n//On Master\nsudo kubeadm init --pod-network-cidr=<> --apiserver-advertise-address=<ip-address-of-master>\n// For starting a Calico CNI: 192.168.0.0/16 or For starting a Flannel CNI: 10.244.0.0/16\n\n\n//Run the following commands as normal user\nmkdir -p $HOME/.kube\nsudo cp -i /etc/kubernetes/admin.conf $HOME/.kube/config\nsudo chown $(id -u):$(id -g) $HOME/.kube/config\n\nkubectl get nodes\nkubectl get pods --all-namespaces\nkubectl get -o wide pods --all-namespaces\n\n//Create POD based on Calico\nkubectl apply -f https://docs.projectcalico.org/v3.3/getting-started/kubernetes/installation/hosted/rbac-kdd.yaml\nkubectl apply -f https://docs.projectcalico.org/v3.3/getting-started/kubernetes/installation/hosted/kubernetes-datastore/calico-networking/1.7/calico.yaml\n\n//Create the dashboard\nkubectl apply -f https://raw.githubusercontent.com/kubernetes/dashboard/master/aio/deploy/recommended/kubernetes-dashboard.yaml\n\n//enable proxy to access dashboard\nkubectl proxy\n\n//Create a service account for your dashboard\nkubectl create serviceaccount dashboard -n default\n\n//Add cluster binding rules for your roles\nkubectl create clusterrolebinding dashboard-admin -n default \\\n  --clusterrole=cluster-admin \\\n  --serviceaccount=default:dashboard\n\n//Get the secret key for the dashboard token password\nkubectl get secrets $(kubectl get serviceaccount dashboard -o jsonpath=\"{.secrets[0].name}\") -o jsonpath=\"{.data.token}\" |base64 --decode\n\n//Access the dashboard\nhttp://localhost:8001/api/v1/namespaces/kube-system/services/https:kubernetes-dashboard:/proxy/\n\n//Node add to the cluster\nsudo kubeadm join <master-ip>:<master-port> --token <token> --discovery-token-ca-cert-hash sha256:<hash>\n\n//Cluster is up!\n\n//On Master, deploy a NGINX app\nkubectl create deployment nginx --image=nginx            //create a deployment\nkubectl get deployments                                  //verify deployment\nkubectl describe deployment nginx                        //details of deployment\nkubectl create service nodeport nginx --tcp=80:80        //create service\nkubectl get svc                                          //check service\nkubectl delete deployment nginx                          //delete deployment\n\n\n//Create deplyment with yaml\napiVersion: extensions/v1beta1\nkind: Deployment\nmetadata:\n  name: rss\nspec:\n  replicas: 2\n  template:\n    metadata:\n      labels:\n        app: rss\n    spec:\n      containers:\n      - name: front-end\n        image: nginx\n        ports:\n        - containerPort: 80\n      - name: rss-reader\n        image: nickchase/rss-php-nginx:v1 \n        ports:\n        - containerPort: 88\n\n\nkubectl create -f deployment.yaml\n\n\n\n// 1. Create deployment and service\n\n// 2. \u5217\u51fa\u73af\u5883\u5185\u6240\u6709\u7684pv \u5e76\u4ee5 name\u5b57\u6bb5\u6392\u5e8f\nkubectl get pv --sort-by=.metadata.name\n\n// 3. \u627e\u5230\u4e00\u4e2alabel\u7684\u6240\u6709pod\uff0c\u5e76\u628a\u7ed3\u679c\u5199\u5230\u6307\u5b9a\u6587\u4ef6\u4e2d\nkubectl get pods -l app=nginx\n\n// 4. \u5217\u51fak8s\u53ef\u7528\u7684\u8282\u70b9\uff0c\u4e0d\u5305\u542b\u4e0d\u53ef\u8c03\u5ea6\u7684 \u548c NoReachable\u7684\u8282\u70b9\uff0c\u5e76\u628a\u6570\u5b57\u5199\u5165\u5230\u6587\u4ef6\u91cc\nkubectl get nodes\nhttps://kubernetes.io/docs/reference/kubectl/cheatsheet/\n\n// 5. \u521b\u5efa\u4e00\u4e2apv\uff0c\u7c7b\u578b\u662fhostPath\napiVersion: v1\nkind: PersistentVolume\nmetadata:\n  name: pv\nspec:\n  capacity:\n    storage: 1Gi  \n  accessModes:\n    - ReadOnlyMany\n  hostPath:\n    path: /data\n\n// 6. \u7ed9\u51fa\u4e00\u4e2a\u96c6\u7fa4\uff0c\u6392\u67e5\u51fa\u96c6\u7fa4\u7684\u6545\u969c\uff0cconnect refuse\n\u6ca1\u505a\u51fa\u6765\uff0c\u53ef\u80fd\u662f\u8ba4\u8bc1\u95ee\u9898\n\n// 7. \u7ed9\u51fa\u4e00\u4e2a\u5931\u8054\u8282\u70b9\u96c6\u7fa4\uff0c\u6392\u67e5\u8282\u70b9\u6545\u969c\uff0c\u6062\u590d\u96c6\u7fa4\nkubectl get nodes\nkubectl describe node node1\nssh node1\nkubelete service not start\n\n//8. \u521b\u5efa\u4e00\u4e2apod\u540d\u79f0\u4e3anginx\uff0c\u5e76\u5c06\u5176\u8c03\u5ea6\u5230\u8282\u70b9\u4e3a disk=ssd\u4e0a\napiVersion: v1\nkind: Pod\nmetadata:\n  name: nginx\n  labels:\n    app: nginx\nspec:\n  containers:\n  - name: nginx\n    image: nginx\n    imagePullPolicy: IfNotPresent\n  nodeSelector:\n    disktype: ssd\n\n//9. \u63d0\u4f9b\u4e00\u4e2apod\u7684yaml\uff0c\u8981\u6c42\u6dfb\u52a0Init Container\nInit Container\u7684\u4f5c\u7528\u662f\u521b\u5efa\u4e00\u4e2a\u7a7a\u6587\u4ef6\uff0cpod\u7684Containers\u5224\u65ad\u6587\u4ef6\u662f\u5426\u5b58\u5728\uff0c\u4e0d\u5b58\u5728\u5219\u9000\u51fa\nhttps://kubernetes.io/docs/concepts/workloads/pods/init-containers/\n\n//10. \u521b\u5efa\u4e00\u4e2anginx\u7684Workload\uff0c\u4fdd\u8bc1\u5176\u5728\u6bcf\u4e2a\u8282\u70b9\u4e0a\u8fd0\u884c\ndaemonset\nhttps://kubernetes.io/docs/concepts/workloads/controllers/daemonset/\n\n//11. \u5c06deployment\u4e3anginx-app\u7684\u526f\u672c\u6570\u4ece1\u53d8\u62104\nkubectl scale  --replicas=4 deployment nginx-app\n\n//12. \u521b\u5efaSecret \u540d\u4e3amysecret\uff0c\u5185\u542b\u6709password\u5b57\u6bb5\uff0c\u503c\u4e3axx\uff0c\u7136\u540e \u5728pod\u91cc \u4f7f\u7528ENV\u8fdb\u884c\u8c03\u7528\nhttps://kubernetes.io/docs/concepts/configuration/secret/\n\n//13. TLS Bootstrapping\nhttps://kubernetes.io/docs/reference/command-line-tools-reference/kubelet-tls-bootstrapping/\nhttps://mritd.me/2018/08/28/kubernetes-tls-bootstrapping-with-bootstrap-token/\n\n//14. \u4f7f\u7528etcd \u5907\u4efd\u529f\u80fd\u5907\u4efdetcd\uff0c\u63d0\u4f9bendpoint \u8bc1\u4e66\nhttps://kubernetes.io/docs/tasks/administer-cluster/configure-upgrade-etcd/#backing-up-an-etcd-cluster\nETCDCTL_API=3 etcdctl --endpoints https://127.0.0.1:2379 \\\n--cacert=ca.pem --cert=cert.pem --key=key.pem \\\nsnapshot save snapshotdb\n\n//15. \u5176\u4ed6\uff0c\u9759\u6001pod \uff0f \u66f4\u65b0image\uff0c\u7136\u540e\u56de\u6eda\nhttps://kubernetes.io/docs/tasks/administer-cluster/static-pod/\nhttps://kubernetes.io/docs/concepts/configuration/taint-and-toleration/\n", "doc_id": "fd8eb358-e95e-470e-947e-502c4a7049d0", "embedding": null, "doc_hash": "a5228c177f6e5670b8af678b87d0c2945126c646008cc8dae5e2c20de9b3f77c", "extra_info": null, "node_info": {"start": 0, "end": 4939}, "relationships": {"1": "c16ba1d6-bc6d-4feb-b9e4-a4cbf51c1f9d"}, "__type__": "1"}, "dfcf8ff4-d83e-40d3-bdfb-0a86b70fef02": {"text": "Exam Tips for\nCertified Kubernetes Administrator (CKA) and Certified Kubernetes Application Developer (CKAD)\nExam Details\n\u25cf You can take the CKA exam and the CKAD exam from any qualifying computer, anywhere there is internet, almost any time. No need to go to a test center. (see Hardware Compatibility Check below)\n\u25cf The online exams consists of a set of performance-based items (problems) to be solved on the command line. CKA exam consists of 24 problems, CKAD exam consists of 19 problems.\n\u25cf The exam is expected to take 3 hours (CKA) / 2 hours (CKAD) to complete.\nWhat You Need For Your Exam\n\u25cf Make sure your ID is ready for the exam. You may use any current, non-expired government ID that has your photo and full name in the Latin alphabet\n\u25cf Exams are delivered online and closely monitored by proctors via webcam, audio, and remote screen viewing.\n\u25cf Candidates must provide their own front-end hardware to take exams, including a computer with:\n\u25cf Chrome or Chromium browser\n\u25cf reliable internet access\n\u25cf webcam\n\u25cf microphone\nHardware Compatibility Check\n\u25cf Candidates should \u200brun the compatibility check tool provided\u200b by the Exam Proctoring Partner to verify that their hardware meets the minimum requirements.\n\u25cf The tool is located at\u200b h\u200b ttps://www.examslocal.com/ScheduleExam/Home/CompatibilityCheck\u200b. Select \u201cLinux Foundation\u201d as the Exam Sponsor and \u201cCKA\u201d or \u201cCKAD\u201d as the Exam.\n\u25cf At this time, only Chrome and Chromium browsers are supported and candidates need a functioning webcam so that the proctor can see them.\nExam Results\n\u25cf Results will be emailed 36 hours from the time that the exam was completed.\n\u25cf Results will also be made available on My Portal.\n \nResources allowed during exam\n\u25cf Candidates may use their Chrome or Chromium browser to open one additional tab in order to access assets at\u200b \u200bhttps://kubernetes.io/docs/\u200b and its subdomain, \u200bhttps://github.com/kubernetes/ and its subdomains, or\u200b https://kubernetes.io/blog/\u200b. No other tabs may be opened and no other sites may be navigated to. \u200bThe allowed sites above may contain links that point to external sites. It is the responsibility of the candidate not to click on any links that cause them to navigate to a domain that is not allowed.\nPlease see the \u200bCandidate Handbook\u200b for additional information covering policies, procedures and rules during the exam.\nAnswers to Frequently Asked Questions (FAQ) can be found \u200bhere\nIf you cannot find an answer to your question in the Candidate Handbook or FAQ, you may contact Customer Support at \u200bcertificationsupport@cncf.io\nTechnical Instructions\nYou may access these instructions at any time while taking the exam by typing 'man lf_exam'.\n1. Root privileges can be obtained by running 'sudo \u2212i'.\n2. Rebooting of your server IS permitted at anytime.\n3. Do not stop or tamper with the gateone process as this will END YOUR EXAM SESSION.\n4. Do not block incoming ports 8080/tcp, 4505/tcp and 4506/tcp. This includes firewall rules that are\nfound within the distribution's default firewall configuration files as well as interactive firewall\ncommands.\n5. Use Ctrl+Alt+W instead of Ctrl+W.\n5.1. Ctrl+W is a keyboard shortcut that will close the current tab in Google Chrome.\n6. Ctrl+C & and Ctrl+V are not supported in your exam terminal, nor is copy and pasting large\namounts of text. To copy and paste limited amounts of text (1\u22122 lines) please use;\n6.1. For Linux: select text for copy and middle button for paste (or both left and right\nsimultaneously if you have no middle button).\n6.2. For Mac: \u2318+C to copy and \u2318+V to paste.\n6.3. For Windows: Ctrl+Insert to copy and Shift+Insert to paste.\n6.4. In addition, you might find it helpful to use the Notepad (see top menu under 'Exam\nControls') to manipulate text before pasting to the command line.\n7. Installation of services and applications included in this exam may require modification of system\nsecurity policies to successfully complete.\n8. Only a single terminal console is available during the exam. Terminal multiplexers such as GNU\nScreen and tmux can be used to create virtual consoles.\nGeneral Notes\n\u25cf The first exam item contains instructions and notes on the exam environment. Ensure you read this item thoroughly before commencing your exam.\n\u25cf You can use the question navigation features to return to the first exam item at any time.\nCKA & CKAD Environment\n\u25cf Each question on this exam must be completed on a designated cluster/configuration context.\n\u25cf To minimize switching, the questions are grouped so that all questions on a given cluster appear\nconsecutively.\n\u25cf There are six clusters (CKA) / four clusters (CKAD) that comprise the exam environment, made\nup of varying numbers of containers, as follows:\n", "doc_id": "dfcf8ff4-d83e-40d3-bdfb-0a86b70fef02", "embedding": null, "doc_hash": "1dd10d117c62d49d035e0e4d1fc84ffcdfa5f8db9d597d847868ecc329de474a", "extra_info": null, "node_info": {"start": 0, "end": 4699}, "relationships": {"1": "a8a4edb9-f4f6-4853-967a-cf727a6f77ce"}, "__type__": "1"}}, "ref_doc_info": {"c16ba1d6-bc6d-4feb-b9e4-a4cbf51c1f9d": {"doc_hash": "a5228c177f6e5670b8af678b87d0c2945126c646008cc8dae5e2c20de9b3f77c"}, 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