{"id":48850,"date":"2023-07-03T05:56:12","date_gmt":"2023-03-18T17:29:22","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%b0%9d%e8%af%95%e5%b0%86terraform%e8%ae%a1%e5%88%92%e7%bb%93%e6%9e%9c%e7%9a%84%e8%af%b4%e6%98%8e%e5%8a%9f%e8%83%bd%e9%9b%86%e6%88%90%e5%88%b0ci-cd%e4%b8%ad%ef%bc%8c%e8%af%b7chatgpt\/"},"modified":"2024-04-30T11:44:44","modified_gmt":"2024-04-30T03:44:44","slug":"%e6%88%91%e5%b0%9d%e8%af%95%e5%b0%86terraform%e8%ae%a1%e5%88%92%e7%bb%93%e6%9e%9c%e7%9a%84%e8%af%b4%e6%98%8e%e5%8a%9f%e8%83%bd%e9%9b%86%e6%88%90%e5%88%b0ci-cd%e4%b8%ad%ef%bc%8c%e8%af%b7chatgpt","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%b0%9d%e8%af%95%e5%b0%86terraform%e8%ae%a1%e5%88%92%e7%bb%93%e6%9e%9c%e7%9a%84%e8%af%b4%e6%98%8e%e5%8a%9f%e8%83%bd%e9%9b%86%e6%88%90%e5%88%b0ci-cd%e4%b8%ad%ef%bc%8c%e8%af%b7chatgpt\/","title":{"rendered":"\u6211\u5c1d\u8bd5\u5c06Terraform\u8ba1\u5212\u7ed3\u679c\u7684\u8bf4\u660e\u529f\u80fd\u96c6\u6210\u5230CI\/CD\u4e2d\uff0c\u8bf7ChatGPT\u5e2e\u6211\u89e3\u91ca\uff01"},"content":{"rendered":"

\u80cc\u666f\uff1a<\/h1>\n

\u57fa\u7840\u8bbe\u65bd\u5de5\u7a0b\u5e08\uff1a\u201c\u8bf7\u5e2e\u6211\u5ba1\u67e5\u4e00\u4e0b\u8fd9\u6bb5Terraform\u4ee3\u7801\u7684PR\u3002\u201d
\n\u57fa\u7840\u8bbe\u65bd\u5de5\u7a0b\u5e08\uff1a\u201c\u8bf7\u67e5\u770b\u53d8\u66f4\u70b9\u7684plan\u7ed3\u679c\u2193\u3002\u201d<\/p>\n

An execution plan has been generated and is shown below.\r\nResource actions are indicated with the following symbols:\r\n  + create\r\n  ~ update in<\/span>-place<\/span>\r\n  - destroy\r\n-\/+ destroy and then <\/span>create replacement\r\n\r\nTerraform will perform the following actions:\r\n\r\n  # aws_instance.example1 will be created<\/span>\r\n  + resource \"aws_instance\"<\/span> \"example1\"<\/span> {<\/span>\r\n      + ami                          =<\/span> \"ami-abc123\"<\/span>\r\n      + instance_type                =<\/span> \"t2.micro\"<\/span>\r\n      + key_name                     =<\/span> \"example_key\"<\/span>\r\n      + vpc_security_group_ids       =<\/span> (<\/span>known after apply)<\/span>\r\n      + subnet_id                    =<\/span> \"subnet-123456\"<\/span>\r\n      + associate_public_ip_address  =<\/span> true<\/span>\r\n      + tags =<\/span> {<\/span>\r\n          + \"Name\"<\/span> =<\/span> \"example1\"<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n  # aws_instance.example2 will be updated in-place<\/span>\r\n  ~ resource \"aws_instance\"<\/span> \"example2\"<\/span> {<\/span>\r\n      ~ instance_type                =<\/span> \"t2.micro\"<\/span> -> \"t2.small\"<\/span>\r\n        ami                          =<\/span> \"ami-abc123\"<\/span>\r\n        key_name                     =<\/span> \"example_key\"<\/span>\r\n        vpc_security_group_ids       =<\/span> \"sg-abc123\"<\/span>\r\n        subnet_id                    =<\/span> \"subnet-123456\"<\/span>\r\n        associate_public_ip_address  =<\/span> true\r\n        <\/span>tags =<\/span> {<\/span>\r\n            \"Name\"<\/span> =<\/span> \"example2\"<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n  # aws_instance.example3 will be destroyed<\/span>\r\n  - resource \"aws_instance\"<\/span> \"example3\"<\/span> {<\/span>\r\n      - ami                          =<\/span> \"ami-abc123\"<\/span> -> null\r\n      - instance_type                =<\/span> \"t2.micro\"<\/span> -> null\r\n      - key_name                     =<\/span> \"example_key\"<\/span> -> null\r\n      - vpc_security_group_ids       =<\/span> \"sg-abc123\"<\/span> -> null\r\n      - subnet_id                    =<\/span> \"subnet-123456\"<\/span> -> null\r\n      - associate_public_ip_address  =<\/span> true<\/span> -> null\r\n      - tags =<\/span> {<\/span>\r\n            \"Name\"<\/span> =<\/span> \"example3\"<\/span>\r\n        }<\/span> -> null\r\n    }<\/span>\r\n\r\n  # aws_instance.example4 must be replaced<\/span>\r\n-\/+ resource \"aws_instance\"<\/span> \"example4\"<\/span> {<\/span>\r\n      ~ ami                          =<\/span> \"ami-abc123\"<\/span> -> \"ami-def456\"<\/span> # forces replacement<\/span>\r\n      ~ instance_type                =<\/span> \"t2.micro\"<\/span> -> \"t2.small\"<\/span>\r\n        key_name                     =<\/span> \"example_key\"<\/span>\r\n        vpc_security_group_ids       =<\/span> \"sg-abc123\"<\/span>\r\n        subnet_id                    =<\/span> \"subnet-123456\"<\/span>\r\n        associate_public_ip_address  =<\/span> true\r\n        <\/span>tags =<\/span> {<\/span>\r\n            \"Name\"<\/span> =<\/span> \"example4\"<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\nPlan: 2 to add, 1 to change, 2 to destroy.\r\n<\/code><\/pre>\n
\u5e94\u8be5\u770b\u54ea\u91cc\u5462…<\/h3>\n
\u5f53\u56e2\u961f\u6210\u5458\u8981\u6c42\u5bf9Terraform\u4ee3\u7801\u8fdb\u884c\u5ba1\u6838\u65f6\uff0c\u6211\u8ba4\u4e3a\u4f1a\u53d1\u751f\u7c7b\u4f3c\u4e0a\u8ff0\u5bf9\u8bdd\u7684\u60c5\u51b5\uff0c\u4f46\u8fd9\u79cd\u5ba1\u6838\u5bf9\u4e8e\u521d\u5b66\u8005\u6765\u8bf4\u5374\u66f4\u96be\u4e00\u4e9b\u3002
\n\u5177\u4f53\u800c\u8a00\uff0c\u6211\u89c9\u5f97\u5f88\u96be\u5728\u67e5\u770b\u50cf\u4e0a\u9762\u7684\u8ba1\u5212\u7ed3\u679c\u65f6\uff0c\u5feb\u901f\u7406\u89e3\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u3002<\/p>\n
    \n
  • \n
      \u3053\u306e\u5909\u66f4\u306b\u3088\u3063\u3066\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u304c\u3042\u308b\u306e\u304b<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \u3053\u306e\u5909\u66f4\u3067\u6c17\u3092\u4ed8\u3051\u308b\u3079\u304d\u70b9\u306f\u3069\u3053\u304b<\/ul>\n
        \u56e0\u6b64\uff0c\u6211\u5c1d\u8bd5\u521b\u5efa\u4e00\u4e2a\u529f\u80fd\uff0c\u8ba9ChatGPT\uff08gpt-3.5\u6216gpt-4\uff09\u89e3\u91ca\u5e76\u5c55\u793a\u8ba1\u5212\u7684\u7ed3\u679c\u3002<\/p>\n
        \u793a\u4f8b<\/h1>\n
        \u5728\u7279\u5b9a\u7684\u5206\u652f\u4e0a\uff0c\u6211\u4eec\u5bf9Terraform\u6587\u4ef6\u8fdb\u884c\u4e86\u5982\u4e0b\u4fee\u6539\u3002
        \n\u5c06\u8fd9\u4e2a\u5dee\u5f02\u63d0\u4ea4\u5e76\u63a8\u9001\u5230\u8fdc\u7a0b\u4ed3\u5e93\u4e2d\u3002<\/p>\n
        resource \"aws_codecommit_repository\" \"sample_1\" {\r\n<\/span>  repository_name = \"sample-1\"\r\n}\r\n- resource \"aws_codecommit_repository\" \"sample_2\" {\r\n-   repository_name = \"sample_2\"\r\n- }\r\n<\/span>\r\n+ resource \"aws_codecommit_repository\" \"sample_qiita_article\" {\r\n+   repository_name = \"sample-qiita-article\"\r\n+   description = \"This repository is for the article of Qiita.\"\r\n+   default_branch = \"mastar\"\r\n+ }\r\n<\/span><\/code><\/pre>\n
        \u7136\u540e\uff0cCodePipeline\u4f1a\u50cf\u56fe\u7247\u4e00\u6837\u542f\u52a8\u3002<\/p>\n
        \"codepipeline_plan.png\"<\/div>\n
        \u6309\u4e0b\u300c\u8a73\u7d30\u300d\u6309\u94ae\u540e\uff0c\u60a8\u53ef\u4ee5\u5728\u4e0b\u65b9\u786e\u8ba4GPT\u4e3a\u60a8\u63d0\u4f9b\u7684\u65e5\u5fd7\u8bf4\u660e\u3002<\/p>\n
        ><\/span> Entering new  chain...\r\nPrompt after formatting:\r\nSystem: \r\n            \u3042\u306a\u305f\u306fterraform\u306eplan\u7d50\u679c\u3092\u89e3\u91c8\u3057\u3001\u565b\u307f\u7815\u3044\u3066\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n            \u4e0b\u8a18\u306eplan\u7d50\u679c\u3092\u8aad\u307f\u89e3\u3044\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u5909\u66f4\u304c\u52a0\u308f\u308b\u304b\u3001\u3069\u306e\u3088\u3046\u306a\u70b9\u306b\u6ce8\u610f\u3059\u3079\u304d\u304b\u3092500\u6587\u5b57\u7a0b\u5ea6\u3067\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n        \r\nHuman: \r\n            ```<\/span>:plan\u7d50\u679c\r\n            \r\nAn execution plan has been generated and is shown below.\r\nResource actions are indicated with the following symbols:\r\n  + create\r\n  - destroy\r\n\r\nTerraform will perform the following actions:\r\n\r\n  # aws_codecommit_repository.sample_2 will be destroyed<\/span>\r\n  - resource \"aws_codecommit_repository\"<\/span> \"sample_2\"<\/span> {<\/span>\r\n      - arn             =<\/span> \"arn:aws:codecommit:ap-northeast-1:any_account_id:sample-2\"<\/span> -> null\r\n      - clone_url_http  =<\/span> \"https:\/\/git-codecommit.ap-northeast-1.amazonaws.com\/v1\/repos\/sample-2\"<\/span> -> null\r\n      - clone_url_ssh   =<\/span> \"ssh:\/\/git-codecommit.ap-northeast-1.amazonaws.com\/v1\/repos\/sample-2\"<\/span> -> null\r\n      - id<\/span>              =<\/span> \"sample-2\"<\/span> -> null\r\n      - repository_id   =<\/span> \"sample_repository_id\"<\/span> -> null\r\n      - repository_name =<\/span> \"sample-2\"<\/span> -> null\r\n      - tags            =<\/span> {}<\/span> -> null\r\n      - tags_all        =<\/span> {}<\/span> -> null\r\n    }<\/span>\r\n\r\n  # aws_codecommit_repository.sample_qiita_article will be created<\/span>\r\n  + resource \"aws_codecommit_repository\"<\/span> \"sample_qiita_article\"<\/span> {<\/span>\r\n      + arn             =<\/span> (<\/span>known after apply)<\/span>\r\n      + clone_url_http  =<\/span> (<\/span>known after apply)<\/span>\r\n      + clone_url_ssh   =<\/span> (<\/span>known after apply)<\/span>\r\n      + default_branch  =<\/span> \"master\"<\/span>\r\n      + description     =<\/span> \"This repository is for the article of Qiita.\"<\/span>\r\n      + id<\/span>              =<\/span> (<\/span>known after apply)<\/span>\r\n      + repository_id   =<\/span> (<\/span>known after apply)<\/span>\r\n      + repository_name =<\/span> \"sample-qiita-article\"<\/span>\r\n      + tags_all        =<\/span> (<\/span>known after apply)<\/span>\r\n    }<\/span>\r\n\r\nPlan: 1 to add, 0 to change, 1 to destroy.\r\n\r\n            ```<\/span>\r\n        \r\n\r\n><\/span> Finished chain.\r\nChatGPT\u304b\u3089\u3072\u3068\u3053\u3068:\r\n\u3053\u306eplan\u7d50\u679c\u3067\u306f\u3001Terraform\u304c\u4ee5\u4e0b\u306e\u5909\u66f4\u3092\u52a0\u3048\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n1. `<\/span>aws_codecommit_repository.sample_2`<\/span>\u3068\u3044\u3046\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u524a\u9664\u3055\u308c\u307e\u3059\u3002\r\n   - \u524a\u9664\u3055\u308c\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u8a73\u7d30\u60c5\u5831\uff08ARN\u3001clone URL\u306a\u3069\uff09\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\r\n   - \u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u95a2\u9023\u3059\u308b\u30ea\u30bd\u30fc\u30b9\u306f\u3059\u3079\u3066\u524a\u9664\u3055\u308c\u307e\u3059\u3002\r\n\r\n2. `<\/span>aws_codecommit_repository.sample_qiita_article`<\/span>\u3068\u3044\u3046\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\r\n   - \u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u306f\u307e\u3060\u8a73\u7d30\u60c5\u5831\u304c\u308f\u304b\u3089\u306a\u3044\u305f\u3081\u3001apply\u5f8c\u306bARN\u3084clone URL\u306a\u3069\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\r\n   - \u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u30d6\u30e9\u30f3\u30c1\u306f\"master\"<\/span>\u306b\u8a2d\u5b9a\u3055\u308c\u3001Qiita\u306e\u8a18\u4e8b\u7528\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u3042\u308b\u3053\u3068\u304c\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\r\n\r\n\u30d7\u30e9\u30f3\u306e\u7d50\u679c\u306f\u30011\u3064\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u524a\u9664\u3055\u308c\u3001\u3082\u30461\u3064\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u4f5c\u6210\u3055\u308c\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5909\u66f4\u3092\u9069\u7528\u3059\u308b\u524d\u306b\u3001\u3053\u308c\u3089\u306e\u5909\u66f4\u304c\u610f\u56f3\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u524a\u9664\u3055\u308c\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u95a2\u9023\u3059\u308b\u30ea\u30bd\u30fc\u30b9\u304c\u3042\u308b\u5834\u5408\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\r\n<\/code><\/pre>\n
        \u673a\u5236\u5177\u4f53\u7ec6\u8282<\/h3>\n
        \"ManyDesign<\/div>\n
        \u5728GitHub\u6216CodeCommit\u7b49\u5e73\u53f0\u4e0a\u63a8\u9001Terraform\u6587\u4ef6\u7684\u66f4\u6539\u65f6\uff0cAWS CodeBuild\u5c06\u88ab\u89e6\u53d1\uff0c\u6267\u884cterraform plan\u6307\u4ee4\u5e76\u5c06\u7ed3\u679c\u8f93\u5165\u7ed9ChatGPT\uff0c\u7136\u540e\u5c55\u793a\u54cd\u5e94\u4fe1\u606f\u3002<\/p>\n
        \u8fd9\u6837\u4e00\u6765\uff0c\u4f8b\u5982\u5728\u516c\u5173\u7684\u8bc1\u636e\u4e2d\uff0c\u60a8\u53ef\u4ee5\u76f4\u63a5\u590d\u5236\u7c98\u8d34\u8ba1\u5212\u7ed3\u679c\u800c\u65e0\u9700\u81ea\u5df1\u64b0\u5199\u89e3\u91ca\uff0c\u53ea\u9700\u5c06CodeBuild\u7684\u65e5\u5fd7\u7c98\u8d34\u8fdb\u53bb\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n
        \u5b9e\u65bd\u793a\u4f8b<\/h1>\n
        \u5c42\u7ea7\u56fe<\/h3>\n
        .\r\n\u2514\u2500\u2500 main.tf\/\r\n    \u2514\u2500\u2500 gpt_plan\/\r\n        \u251c\u2500\u2500 buildspec_plan.yml\r\n        \u251c\u2500\u2500 explain_plan_result.py\r\n        \u2514\u2500\u2500 install_terraform.sh\r\n<\/code><\/pre>\n
        CodeBuild\u5b9e\u73b0\u90e8\u5206<\/h3>\n
        resource<\/span> \"aws_codebuild_project\"<\/span> \"terraform_plan\"<\/span> {<\/span>\r\n  name<\/span>          =<\/span> \"gpt_plan_build_sample\"<\/span>\r\n  service_role<\/span>  =<\/span> your_codebuild_role<\/span>\r\n  build_timeout<\/span> =<\/span> \"5\"<\/span> # minutes<\/span>\r\n\r\n  artifacts<\/span> {<\/span>\r\n    type<\/span> =<\/span> \"NO_ARTIFACTS\"<\/span>\r\n  }<\/span>\r\n  environment<\/span> {<\/span>\r\n    compute_type<\/span>                =<\/span> \"BUILD_GENERAL1_SMALL\"<\/span>\r\n    image<\/span>                       =<\/span> \"aws\/codebuild\/standard:5.0\"<\/span>\r\n    type<\/span>                        =<\/span> \"LINUX_CONTAINER\"<\/span>\r\n    image_pull_credentials_type<\/span> =<\/span> \"CODEBUILD\"<\/span>\r\n  }<\/span>\r\n  # CodePipeline\u304b\u3089\u5b9f\u884c\u3059\u308b\u5834\u5408\u306b\u306fCodePipeline\u306econfiguration\u304c\u512a\u5148\u3055\u308c\u308b<\/span>\r\n  source<\/span> {<\/span>\r\n    type<\/span>            =<\/span> \"CODECOMMIT\"<\/span> # or GITGUB, S3, etc.<\/span>\r\n    location<\/span>        =<\/span> \"https:\/\/git-codecommit.ap-northeast-1.amazonaws.com\/your_repository_location\"<\/span>\r\n    git_clone_depth<\/span> =<\/span> 1<\/span>\r\n    buildspec<\/span>       =<\/span> \"gpt_plan\/buildspec_plan.yml\"<\/span>\r\n  }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
        version<\/span>:<\/span> 0.2<\/span>\r\n\r\nenv<\/span>:<\/span>\r\n  parameter-store<\/span>:<\/span>\r\n    OPENAI_API_KEY<\/span>:<\/span> \"<\/span>openai_api_key\"<\/span>\r\n\r\nphases<\/span>:<\/span>\r\n  install<\/span>:<\/span>\r\n    runtime-versions<\/span>:<\/span>\r\n      python<\/span>:<\/span> 3.8<\/span>\r\n    commands<\/span>:<\/span>\r\n      -<\/span> chmod +x gpt_plan\/install_terraform.sh<\/span>\r\n      -<\/span> .\/gpt_plan\/install_terraform.sh<\/span>\r\n  build<\/span>:<\/span>\r\n    commands<\/span>:<\/span>\r\n      -<\/span> terraform init<\/span>\r\n      -<\/span> terraform plan -out=plan_result.txt<\/span>\r\n  post_build<\/span>:<\/span>\r\n    on-failure<\/span>:<\/span> CONTINUE<\/span>\r\n    commands<\/span>:<\/span>\r\n      # ANSI\u30a8\u30b9\u30b1\u30fc\u30d7\u30b3\u30fc\u30c9\u3068\u547c\u3070\u308c\u308b\u3001SHELL\u4e0a\u3067\u6587\u5b57\u8272\u7b49\u3092\u88c5\u98fe\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3092sed\u3067\u524a\u9664\u3057\u3066\u304b\u3089plan_result_fmt.txt\u306b\u51fa\u529b<\/span>\r\n      -<\/span> terraform show plan_result.txt | sed 's\/\\x1b\\[[0-9;]*m\/\/g' > plan_result_fmt.txt<\/span>\r\n      -<\/span> pip install langchain<\/span>\r\n      -<\/span> pip install openai<\/span>\r\n      -<\/span> python -m gpt_plan.explain_plan_result plan_result_fmt.txt<\/span>\r\n<\/code><\/pre>\n
        #!\/bin\/bash<\/span>\r\napt-get update\r\napt-get install<\/span> -y<\/span> unzip\r\ncurl -o<\/span> \/tmp\/terraform.zip -LO<\/span> https:\/\/releases.hashicorp.com\/terraform\/0.14.5\/terraform_0.14.5_linux_amd64.zip # version\u306f\u304a\u597d\u307f\u3067\u6307\u5b9a<\/span>\r\nunzip \/tmp\/terraform.zip -d<\/span> \/usr\/local\/bin\/\r\nterraform --version<\/span>\r\n<\/code><\/pre>\n
        \u4ee3\u7801\u7ba1\u9053\u7684\u5b9e\u73b0\u90e8\u5206<\/h3>\n
        resource<\/span> \"aws_codepipeline\"<\/span> \"gpt_plan_pipeline_sample\"<\/span> {<\/span>\r\n    name<\/span>     =<\/span> \"gpt_plan_pipeline_sample\"<\/span>\r\n    role_arn<\/span> =<\/span> your_codepipeline_role<\/span>\r\n\r\n    artifact_store<\/span> {<\/span>\r\n        location<\/span> =<\/span> aws_s3_bucket<\/span>.<\/span>artifact_store<\/span>.<\/span>bucket<\/span>\r\n        type<\/span>     =<\/span> \"S3\"<\/span>\r\n    }<\/span>\r\n\r\n    stage<\/span> {<\/span>\r\n        name<\/span> =<\/span> \"Source\"<\/span>\r\n\r\n        action<\/span> {<\/span>\r\n            name<\/span>             =<\/span> \"Source\"<\/span>\r\n            category<\/span>         =<\/span> \"Source\"<\/span>\r\n            owner<\/span>            =<\/span> \"AWS\"<\/span>\r\n            provider<\/span>         =<\/span> \"CodeCommit\"<\/span>\r\n            version<\/span>          =<\/span> \"1\"<\/span>\r\n            output_artifacts<\/span> =<\/span> [<\/span>\"source_output\"<\/span>]<\/span>\r\n\r\n            # codebuild\u306esource\u3088\u308a\u3082\u3053\u3061\u3089\u304c\u512a\u5148\u3055\u308c\u308b<\/span>\r\n            configuration<\/span> =<\/span> {<\/span>\r\n                RepositoryName<\/span> =<\/span> your_repository_name<\/span> # tf\u5dee\u5206\u30d5\u30a1\u30a4\u30eb\u306epush\u5148\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u6307\u5b9a\u3059\u308b<\/span>\r\n                BranchName<\/span>     =<\/span> \"develop\"<\/span> # or master or main<\/span>\r\n            }<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n    stage<\/span> {<\/span>\r\n        name<\/span> =<\/span> \"BuildAndPlan\"<\/span>\r\n\r\n        action<\/span> {<\/span>\r\n            name<\/span>             =<\/span> \"Plan\"<\/span>\r\n            category<\/span>         =<\/span> \"Build\"<\/span>\r\n            owner<\/span>            =<\/span> \"AWS\"<\/span>\r\n            provider<\/span>         =<\/span> \"CodeBuild\"<\/span>\r\n            input_artifacts<\/span>  =<\/span> [<\/span>\"source_output\"<\/span>]<\/span>\r\n            version<\/span>          =<\/span> \"1\"<\/span>\r\n\r\n            configuration<\/span> =<\/span> {<\/span>\r\n                ProjectName<\/span> =<\/span> aws_codebuild_project<\/span>.<\/span>gpt_plan_build_sample<\/span>.<\/span>name<\/span>\r\n            }<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n}<\/span>\r\n<\/code><\/pre>\n
        Python ChatGPT\u8f93\u5165\u90e8\u5206<\/h3>\n
        import<\/span> sys<\/span>\r\n\r\nfrom<\/span> langchain.chat_models<\/span> import<\/span> ChatOpenAI<\/span>\r\nfrom<\/span> langchain.chains<\/span> import<\/span> LLMChain<\/span>\r\n\r\nfrom<\/span> langchain.prompts.chat<\/span> import<\/span> (<\/span>\r\n    ChatPromptTemplate<\/span>,<\/span>\r\n    SystemMessagePromptTemplate<\/span>,<\/span>\r\n    HumanMessagePromptTemplate<\/span>,<\/span>\r\n)<\/span>\r\n\r\nif<\/span> len<\/span>(<\/span>sys<\/span>.<\/span>argv<\/span>)<\/span> <<\/span> 2<\/span>:<\/span>\r\n    print<\/span>(<\/span>\"<\/span>Usage: python explain_plan_result.py <plan_file><\/span>\"<\/span>)<\/span>\r\n    sys<\/span>.<\/span>exit<\/span>(<\/span>1<\/span>)<\/span>\r\n\r\n\r\nplan_file<\/span> =<\/span> sys<\/span>.<\/span>argv<\/span>[<\/span>1<\/span>]<\/span>\r\n\r\n\r\nclass<\/span> Prompt<\/span>:<\/span>\r\n    def<\/span> pmt_tmpl<\/span>(<\/span>self<\/span>)<\/span> -><\/span> ChatPromptTemplate<\/span>:<\/span>\r\n        sys_template<\/span> =<\/span> \"\"\"<\/span>\r\n            \u3042\u306a\u305f\u306fterraform\u306eplan\u7d50\u679c\u3092\u89e3\u91c8\u3057\u3001\u565b\u307f\u7815\u3044\u3066\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n            \u4e0b\u8a18\u306eplan\u7d50\u679c\u3092\u8aad\u307f\u89e3\u3044\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u5909\u66f4\u304c\u52a0\u308f\u308b\u304b\u3001\u3069\u306e\u3088\u3046\u306a\u70b9\u306b\u6ce8\u610f\u3059\u3079\u304d\u304b\u3092{summary_words}\u6587\u5b57\u7a0b\u5ea6\u3067\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n        <\/span>\"\"\"<\/span>\r\n        sys_pmt<\/span> =<\/span> SystemMessagePromptTemplate<\/span>.<\/span>from_template<\/span>(<\/span>sys_template<\/span>)<\/span>\r\n        human_template<\/span> =<\/span> \"\"\"<\/span>\r\n            ```:plan\u7d50\u679c\r\n            {plan_result}\r\n            ```\r\n        <\/span>\"\"\"<\/span>\r\n        human_pmt<\/span> =<\/span> HumanMessagePromptTemplate<\/span>.<\/span>from_template<\/span>(<\/span>human_template<\/span>)<\/span>\r\n        chat_pmt<\/span> =<\/span> ChatPromptTemplate<\/span>.<\/span>from_messages<\/span>([<\/span>sys_pmt<\/span>,<\/span> human_pmt<\/span>])<\/span>\r\n        return<\/span> chat_pmt<\/span>\r\n    \r\n    def<\/span> vairables<\/span>(<\/span>self<\/span>,<\/span> summary_words<\/span>:<\/span> int<\/span>,<\/span> plan_result<\/span>:<\/span> str<\/span>)<\/span> -><\/span> dict<\/span>:<\/span>\r\n        return<\/span> {<\/span>\r\n            \"<\/span>summary_words<\/span>\"<\/span>:<\/span> summary_words<\/span>,<\/span>\r\n            \"<\/span>plan_result<\/span>\"<\/span>:<\/span> plan_result<\/span>,<\/span>\r\n        }<\/span>\r\n\r\ndef<\/span> get_plan_result<\/span>()<\/span> -><\/span> str<\/span>:<\/span>\r\n    with<\/span> open<\/span>(<\/span>plan_file<\/span>,<\/span> \"<\/span>r<\/span>\"<\/span>)<\/span> as<\/span> f<\/span>:<\/span>\r\n        plan_result<\/span>:<\/span> str<\/span> =<\/span> f<\/span>.<\/span>read<\/span>()<\/span>\r\n    return<\/span> plan_result<\/span>\r\n    \r\n\r\ndef<\/span> explain_plan_result<\/span>()<\/span> -><\/span> None<\/span>:<\/span>\r\n    llm<\/span> =<\/span> ChatOpenAI<\/span>(<\/span>model_name<\/span>=<\/span>\"<\/span>gpt-3.5-turbo<\/span>\"<\/span>,<\/span> temperature<\/span>=<\/span>0.5<\/span>)<\/span>\r\n    pmt_cls<\/span> =<\/span> Prompt<\/span>()<\/span>\r\n    prompt<\/span> =<\/span> pmt_cls<\/span>.<\/span>pmt_tmpl<\/span>()<\/span>\r\n    chain<\/span> =<\/span> LLMChain<\/span>(<\/span>llm<\/span>=<\/span>llm<\/span>,<\/span> prompt<\/span>=<\/span>prompt<\/span>,<\/span> verbose<\/span>=<\/span>True<\/span>)<\/span>\r\n    chain_input<\/span> =<\/span> pmt_cls<\/span>.<\/span>vairables<\/span>(<\/span>summary_words<\/span>=<\/span>500<\/span>,<\/span> plan_result<\/span>=<\/span>get_plan_result<\/span>())<\/span>\r\n    llm_resp<\/span> =<\/span> chain<\/span>.<\/span>run<\/span>(<\/span>chain_input<\/span>)<\/span>\r\n    print<\/span>(<\/span>f<\/span>\"<\/span>ChatGPT\u304b\u3089\u3072\u3068\u3053\u3068:<\/span>\\n<\/span>{<\/span>llm_resp<\/span>}<\/span>\"<\/span>)<\/span>\r\n\r\n\r\nif<\/span> __name__<\/span> ==<\/span> \"<\/span>__main__<\/span>\"<\/span>:<\/span>\r\n    explain_plan_result<\/span>()<\/span>\r\n<\/code><\/pre>\n
        \u7cfb\u7edf\u6848\u4f8b\u7684\u6df1\u5165\u6316\u6398<\/h1>\n
        \u5728\u63d0\u4ea4Terraform\u4ee3\u7801\u7684PR\u65f6\uff0c\u4e5f\u5c1d\u8bd5\u9644\u4e0a\u4ee5\u4e0b\u7684\u8bf4\u660e\u6587\u3002\u5728\u4ee5\u4e0b\u60c5\u51b5\u4e0b\u53ef\u80fd\u4f1a\u6709\u7528\u3002<\/p>\n
          \n
        • \n
            Terraform\u306b\u660e\u308b\u304f\u306a\u3044\u30ec\u30d3\u30e5\u30a2\u30fc\u304c\u3044\u308b\u5834\u5408<\/ul>\n<\/li>\n<\/ul>\n
            \u30ec\u30d3\u30e5\u30a2\u30fc\u304cTerraform\u306b\u7cbe\u901a\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u5909\u66f4\u70b9\u3092\u7406\u89e3\u3059\u308b\u624b\u52a9\u3051\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
            \u4ed6\u90e8\u7f72\u306e\u4eba\u3082\u30ec\u30d3\u30e5\u30fc\u306b\u53c2\u52a0\u3057\u3066\u3044\u3066\u3001\u5909\u66f4\u306e\u8981\u70b9\u3092\u7c21\u6f54\u306b\u8aac\u660e\u3057\u305f\u3044\u5834\u5408<\/p>\n
            \u5909\u66f4\u70b9\u3092\u8981\u7d04\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u3092\u5186\u6ed1\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
            \u4e13\u680f\uff1a\u81ea\u5b9a\u4e49ChatGPT\u7684\u547d\u4ee4\u8bed\u53e5
            \n\u901a\u8fc7\u6539\u8fdb\u8f93\u5165\u4f5c\u4e3aLangChain\u7cfb\u7edf\u6a21\u677f(sys_template = ~)\u7684\u6587\u7ae0\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba9ChatGPT\u63d0\u4f9b\u66f4\u52a0\u9488\u5bf9\u7279\u5b9a\u7528\u9014\u7684\u89e3\u91ca\u3002
            \n\u4f8b\u5982\uff0c\u6211\u60f3\u5230\u53ef\u4ee5\u901a\u8fc7\u6307\u5b9asys_template = “\u60a8\u53ef\u4ee5\u4eceterraform\u7684plan\u7ed3\u679c\u4e2d\u51c6\u786e\u5730\u68c0\u6d4b\u5230\u62fc\u5199\u9519\u8bef\u3002~”\u6765\u5c06\u5176\u547d\u540d\u4e3a”\u62fc\u5199\u68c0\u6d4b\u5c0f\u52a9\u624b”\u3002<\/div>\n
            \u60f3\u6cd5<\/h1>\n
            \u6211\u5728\u6211\u6240\u53c2\u4e0e\u7684\u9879\u76ee\u4e2d\u5c1d\u8bd5\u4e86\u4e00\u4e0b\u3002
            \n\u867d\u7136\u5bf9\u4e8e\u7b80\u5355\u7684\u8ba1\u5212\u7ed3\u679c\u6765\u8bf4\uff0c\u5e76\u6ca1\u6709\u592a\u9ad8\u7684\u5b9e\u7528\u6027\uff0c\u4f46\u5bf9\u4e8e\u590d\u6742\u7684\u8ba1\u5212\u7ed3\u679c\uff0c\u5b83\u53ef\u80fd\u4f1a\u6709\u52a9\u4e8e\u7406\u89e3\u3002
            \n\u6b64\u5916\uff0c\u5728\u8fdb\u884c\u5ba1\u6838\u65f6\uff0c\u6211\u4e5f\u5bf9ChatGPT\u4f1a\u8bf4\u4e9b\u4ec0\u4e48\u611f\u5230\u6709\u4e9b\u671f\u5f85\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u597d\u5904\u3002\uff08\u4e2a\u4eba\u5dee\u5f02\u5b58\u5728\uff09<\/p>\n
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