From f6fa9b048867d9d66fb662e5321a9a38496c131c Mon Sep 17 00:00:00 2001 From: josef Date: Wed, 13 Nov 2024 11:37:02 -0600 Subject: [PATCH 01/20] add redirects for cdktoolkit-stack page (#8077) --- redirects.json | 45 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 45 insertions(+) diff --git a/redirects.json b/redirects.json index 0d54eafefcb..2ab5924409f 100644 --- a/redirects.json +++ b/redirects.json @@ -7319,6 +7319,51 @@ "target": "/react/build-a-backend/troubleshooting/upgrade-amplify-packages", "status": "301" }, + { + "source": "/react/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/react/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/angular/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/angular/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/react-native/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/react-native/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/next.js/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/next.js/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/vue/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/vue/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/javascript/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/javascript/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/android/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/android/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/flutter/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/flutter/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, + { + "source": "/swift/build-a-backend/troubleshooting/stack-cdktoolkit-already-exists/", + "target": "/swift/build-a-backend/troubleshooting/cdktoolkit-stack/", + "status": "301" + }, { "source": "/[platform]/build-a-backend/utilities", "target": "/react/build-a-backend/utilities", From a688edefdf8339f87be99bcb78ec88ec89c3b0b7 Mon Sep 17 00:00:00 2001 From: jacoblogan Date: Wed, 13 Nov 2024 11:16:28 -0700 Subject: [PATCH 02/20] updated prod redirects (#8089) --- redirects.json | 190 +++++++++++++++++++++++++------------------------ 1 file changed, 97 insertions(+), 93 deletions(-) diff --git a/redirects.json b/redirects.json index 2ab5924409f..3ad5b120e98 100644 --- a/redirects.json +++ b/redirects.json @@ -19,11 +19,7 @@ "target": "/javascript/tools/cli/plugins/", "status": "301" }, - { - "source": "/<*>", - "target": "/404/index.html", - "status": "404-200" - }, + { "source": "/<*>", "target": "/404/index.html", "status": "404-200" }, { "source": "/cli/usage/tags/", "target": "/javascript/tools/cli/project/tags/", @@ -614,11 +610,7 @@ "target": "/javascript/tools/cli-legacy/versioned-directive/", "status": "301" }, - { - "source": "/cli/", - "target": "/javascript/tools/cli/", - "status": "301" - }, + { "source": "/cli/", "target": "/javascript/tools/cli/", "status": "301" }, { "source": "/cli/auth/admin/", "target": "/javascript/build-a-backend/auth/admin-actions/", @@ -7004,11 +6996,7 @@ "target": "/react/how-amplify-works/", "status": "301" }, - { - "source": "/start/", - "target": "/react/start", - "status": "301" - }, + { "source": "/start/", "target": "/react/start", "status": "301" }, { "source": "/guides/<*>", "target": "/react/build-a-backend/", @@ -7579,11 +7567,7 @@ "target": "/react/sdk/info/app-uninstall", "status": "301" }, - { - "source": "/[platform]/start", - "target": "/react/start", - "status": "301" - }, + { "source": "/[platform]/start", "target": "/react/start", "status": "301" }, { "source": "/[platform]/start/getting-started/data-model", "target": "/react/start/getting-started/data-model", @@ -7629,11 +7613,7 @@ "target": "/react/tools/console/storage", "status": "301" }, - { - "source": "/Amazon", - "target": "/", - "status": "301" - }, + { "source": "/Amazon", "target": "/", "status": "301" }, { "source": "/android/build-ui/<*>", "target": "/android/build-ui/", @@ -7734,11 +7714,7 @@ "target": "/react/tools/cli/project/override-iam/", "status": "301" }, - { - "source": "/build-ui/", - "target": "/react/build-ui/", - "status": "301" - }, + { "source": "/build-ui/", "target": "/react/build-ui/", "status": "301" }, { "source": "/cli-legacy/graphql-t", "target": "/react/tools/cli-legacy/", @@ -7769,11 +7745,7 @@ "target": "/flutter/build-a-backend/", "status": "301" }, - { - "source": "/flutter/sdk/<*>", - "target": "/flutter/", - "status": "301" - }, + { "source": "/flutter/sdk/<*>", "target": "/flutter/", "status": "301" }, { "source": "/guides/", "target": "/react/build-a-backend/", @@ -8294,11 +8266,7 @@ "target": "/gen1/react-native/prev/build-a-backend/storage/", "status": "301" }, - { - "source": "/lib/", - "target": "/react/build-a-backend/", - "status": "301" - }, + { "source": "/lib/", "target": "/react/build-a-backend/", "status": "301" }, { "source": "/lib/analytics/enable-disable/", "target": "/react/build-a-backend/more-features/analytics/enable-disable/", @@ -8669,11 +8637,7 @@ "target": "/react/build-a-backend/utilities/service-worker/", "status": "301" }, - { - "source": "/nextjs/sdk/", - "target": "/nextjs/", - "status": "301" - }, + { "source": "/nextjs/sdk/", "target": "/nextjs/", "status": "301" }, { "source": "/react-native/build-a-backend/more-features/predictions/[}", "target": "/react-native/build-a-backend/more-features/", @@ -8684,21 +8648,9 @@ "target": "/react-native/start/getting-started/", "status": "301" }, - { - "source": "/react/sdk/", - "target": "/react/", - "status": "301" - }, - { - "source": "/sdk/", - "target": "/swift/sdk/", - "status": "301" - }, - { - "source": "/sdk/api/", - "target": "/swift/sdk/api/", - "status": "301" - }, + { "source": "/react/sdk/", "target": "/react/", "status": "301" }, + { "source": "/sdk/", "target": "/swift/sdk/", "status": "301" }, + { "source": "/sdk/api/", "target": "/swift/sdk/api/", "status": "301" }, { "source": "/sdk/auth/custom-auth-flow/q/platform/next/", "target": "/nextjs/", @@ -9699,16 +9651,8 @@ "target": "/react/reference/", "status": "301" }, - { - "source": "/gen2/start/", - "target": "/react/start/", - "status": "301" - }, - { - "source": "/gen2/", - "target": "/", - "status": "301" - }, + { "source": "/gen2/start/", "target": "/react/start/", "status": "301" }, + { "source": "/gen2/", "target": "/", "status": "301" }, { "source": "/gen1/gen2/deploy-and-host/hosting/", "target": "/react/deploy-and-host/hosting/", @@ -9989,11 +9933,7 @@ "target": "/gen1/react/build-ui/formbuilder/overrides/", "status": "301" }, - { - "source": "/react/prev/", - "target": "/gen1/react/prev/", - "status": "301" - }, + { "source": "/react/prev/", "target": "/gen1/react/prev/", "status": "301" }, { "source": "/react/prev/build-a-backend/troubleshooting/upgrade-amplify-packages/react/prev/", "target": "/gen1/react/prev/build-a-backend/troubleshooting/upgrade-amplify-packages/react/prev/", @@ -10019,11 +9959,7 @@ "target": "/gen1/swift/prev/start/project-setup/create-application/", "status": "301" }, - { - "source": "/vue/prev/", - "target": "/gen1/vue/prev/", - "status": "301" - }, + { "source": "/vue/prev/", "target": "/gen1/vue/prev/", "status": "301" }, { "source": "/vue/prev/start/project-setup/create-application/", "target": "/gen1/vue/prev/start/project-setup/create-application/", @@ -10139,11 +10075,7 @@ "target": "/react/start/quickstart/", "status": "301" }, - { - "source": "/ios/", - "target": "/swift/", - "status": "301" - }, + { "source": "/ios/", "target": "/swift/", "status": "301" }, { "source": "//build-a-backend/data/custom-business-logic/connect-external-ddb-table/", "target": "//build-a-backend/data/connect-to-existing-data-sources/connect-external-ddb-table/", @@ -10184,11 +10116,7 @@ "target": "/gen1/nextjs/prev/build-a-backend/auth/", "status": "301" }, - { - "source": "/gen1/js/", - "target": "/gen1/javascript", - "status": "301" - }, + { "source": "/gen1/js/", "target": "/gen1/javascript", "status": "301" }, { "source": "/gen1/flutter/prev/build-a-backend/graphqlapi/data-modeling/", "target": "/gen1/flutter/tools/console/data/data-model/", @@ -10214,14 +10142,90 @@ "target": "/gen1/react/tools/cli/commands/", "status": "301" }, - { - "source": "/gen1/flutter/build-a-backend/storage/move/", + { + "source": "//build-a-backend/data/custom-business-logic/connect-external-ddb-table/", + "target": "//build-a-backend/data/connect-to-existing-data-sources/connect-external-ddb-table/", + "status": "301" + }, + { + "source": "/gen1/REACT/build-a-backend/graphqlapi/customize-authz-modes/", + "target": "/gen1/react/build-a-backend/graphqlapi/customize-authorization-rules/", + "status": "301" + }, + { + "source": "/sdk/push-notifications/getting-started/", + "target": "/gen1/swift/sdk/push-notifications/getting-started/", + "status": "301" + }, + { + "source": "/lib/troubleshooting/upgrading/q/platform/flutter/", + "target": "/gen1/flutter/build-a-backend/troubleshooting/upgrade-amplify-packages/", + "status": "301" + }, + { + "source": "/start/getting-started/integrate/q/integration/react-native/", + "target": "/gen1/react-native/build-a-backend/more-features/datastore/set-up-datastore/", + "status": "301" + }, + { + "source": "/gen1/react/build-a-backend/auth/connect-your-frontend/sign-up/", + "target": "/gen1/react/build-a-backend/auth/enable-sign-up/", + "status": "301" + }, + { + "source": "/gen1/flutter/build-a-backend/storage/move/", "target": "/gen1/flutter/prev/build-a-backend/storage/move/", "status": "301" - }, + }, { "source": "/ai/", "target": "/react/ai/set-up-ai/", "status": "302" + }, + { + "source": "/android/start/connect-existing-aws-resources", + "target": "/android/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/angular/start/connect-existing-aws-resources", + "target": "/angular/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/flutter/start/connect-existing-aws-resources", + "target": "/flutter/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/javascript/start/connect-existing-aws-resources", + "target": "/javascript/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/nextjs/start/connect-existing-aws-resources", + "target": "/nextjs/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/react/start/connect-existing-aws-resources", + "target": "/react/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/react-native/start/connect-existing-aws-resources", + "target": "/react-native/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/swift/start/connect-existing-aws-resources", + "target": "/swift/start/connect-to-aws-resources", + "status": "301" + }, + { + "source": "/vue/start/connect-existing-aws-resources", + "target": "/vue/start/connect-to-aws-resources", + "status": "301" } ] + \ No newline at end of file From 67044f2266d6f78dac0452e8b5705f5522936530 Mon Sep 17 00:00:00 2001 From: AllanZhengYP Date: Wed, 13 Nov 2024 10:48:20 -0800 Subject: [PATCH 03/20] fix(js): add storage callout to encode copy source URI (#8085) --- .../build-a-backend/storage/copy-files/index.mdx | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/src/pages/[platform]/build-a-backend/storage/copy-files/index.mdx b/src/pages/[platform]/build-a-backend/storage/copy-files/index.mdx index 085f9aa10d6..ea7a3fc485c 100644 --- a/src/pages/[platform]/build-a-backend/storage/copy-files/index.mdx +++ b/src/pages/[platform]/build-a-backend/storage/copy-files/index.mdx @@ -46,12 +46,12 @@ const copyFile = async () => { try { const response = await copy({ source: { - path: 'album/2024/1.jpg', - // Alternatively, path: ({identityId}) => `album/{identityId}/1.jpg` + path: `album/2024/${encodeURIComponent('#1.jpg')}`, + // Alternatively, path: ({identityId}) => `album/${identityId}/${encodeURIComponent('#1.jpg')` }, destination: { - path: 'shared/2024/1.jpg', - // Alternatively, path: ({identityId}) => `shared/{identityId}/1.jpg` + path: 'shared/2024/#1.jpg', + // Alternatively, path: ({identityId}) => `shared/${identityId}/#1.jpg` }, }); } catch (error) { @@ -59,6 +59,12 @@ const copyFile = async () => { } }; ``` + + +The operation can fail if there's a special character in the `source` path. You should URI encode the source +path with special character. You **don't** need to encode the `destination` path. + + @@ -106,7 +112,7 @@ In order to copy to or from a bucket other than your default, both source and de Option | Type | Default | Description | | -- | :--: | :--: | ----------- | -| path | string \|
(\{ identityId \}) => string | Required | A string or callback that represents the path in source and destination bucket to copy the object to or from | +| path | string \|
(\{ identityId \}) => string | Required | A string or callback that represents the path in source and destination bucket to copy the object to or from.
**Each segment of the path in `source` must by URI encoded.** | | bucket | string \|
\{ bucketName: string;
region: string; \} | Default bucket and region from Amplify configuration | A string representing the target bucket's assigned name in Amplify Backend or an object specifying the bucket name and region from the console.

Read more at [Configure additional storage buckets](/[platform]/build-a-backend/storage/set-up-storage/#configure-additional-storage-buckets). | From d711343b83e77b247333ab4ddcc6b0f981c3e45f Mon Sep 17 00:00:00 2001 From: Elijah Quartey Date: Wed, 13 Nov 2024 13:00:27 -0600 Subject: [PATCH 04/20] fix(dart): corrected url path for dart docs (#8090) --- src/fragments/lib-v1/graphqlapi/flutter/subscribe-data.mdx | 4 ++-- .../project-setup/flutter/escape-hatch/escape-hatch.mdx | 2 +- src/fragments/lib/graphqlapi/flutter/subscribe-data.mdx | 4 ++-- .../[platform]/build-a-backend/data/subscribe-data/index.mdx | 4 ++-- 4 files changed, 7 insertions(+), 7 deletions(-) diff --git a/src/fragments/lib-v1/graphqlapi/flutter/subscribe-data.mdx b/src/fragments/lib-v1/graphqlapi/flutter/subscribe-data.mdx index 45a12cf4a24..fd498bfe70b 100644 --- a/src/fragments/lib-v1/graphqlapi/flutter/subscribe-data.mdx +++ b/src/fragments/lib-v1/graphqlapi/flutter/subscribe-data.mdx @@ -2,7 +2,7 @@ Subscribe to mutations for creating real-time clients. ## Setup subscription with callbacks -When creating subscriptions, a [`Stream`](https://api.dart.dev/stable/dart-async/Stream-class.html) object will be returned to you. This `Stream` will continue producing events until either the subscription encounters an error or you cancel the subscription. In the case of need for limiting the amount of data that is omitted, you can take advantage of the Stream's helper functions such as `take`. The cancellation occurs when the defined amount of event has occurred: +When creating subscriptions, a [`Stream`](https://api.dart.dev/dart-async/Stream-class.html) object will be returned to you. This `Stream` will continue producing events until either the subscription encounters an error or you cancel the subscription. In the case of need for limiting the amount of data that is omitted, you can take advantage of the Stream's helper functions such as `take`. The cancellation occurs when the defined amount of event has occurred: ```dart Stream> subscribe() { @@ -23,7 +23,7 @@ Stream> subscribe() { } ``` -Alternatively, you can call [`Stream.listen`](https://api.dart.dev/stable/dart-async/Stream/listen.html) to create a [`StreamSubscription`](https://api.dart.dev/stable/dart-async/StreamSubscription-class.html) object which can be programmatically canceled. +Alternatively, you can call [`Stream.listen`](https://api.dart.dev/dart-async/Stream/listen.html) to create a [`StreamSubscription`](https://api.dart.dev/dart-async/StreamSubscription-class.html) object which can be programmatically canceled. ```dart // Be sure to import this diff --git a/src/fragments/lib-v1/project-setup/flutter/escape-hatch/escape-hatch.mdx b/src/fragments/lib-v1/project-setup/flutter/escape-hatch/escape-hatch.mdx index 4baad51d485..414ca98d184 100644 --- a/src/fragments/lib-v1/project-setup/flutter/escape-hatch/escape-hatch.mdx +++ b/src/fragments/lib-v1/project-setup/flutter/escape-hatch/escape-hatch.mdx @@ -27,7 +27,7 @@ the Dart environment which is configured by passing the `dart-define` flag to yo $ flutter run --dart-define=AWS_ACCESS_KEY_ID=... --dart-define=AWS_SECRET_ACCESS_KEY=... ``` -On Desktop, credentials are retrieved from the system's environment using [Platform.environment](https://api.dart.dev/stable/dart-io/Platform/environment.html). +On Desktop, credentials are retrieved from the system's environment using [Platform.environment](https://api.dart.dev/dart-io/Platform/environment.html). ### Signing a Request diff --git a/src/fragments/lib/graphqlapi/flutter/subscribe-data.mdx b/src/fragments/lib/graphqlapi/flutter/subscribe-data.mdx index a27c521b8ff..65768b2ccff 100644 --- a/src/fragments/lib/graphqlapi/flutter/subscribe-data.mdx +++ b/src/fragments/lib/graphqlapi/flutter/subscribe-data.mdx @@ -2,7 +2,7 @@ Subscribe to mutations for creating real-time clients. ## Setup subscription with callbacks -When creating subscriptions, a [`Stream`](https://api.dart.dev/stable/dart-async/Stream-class.html) object will be returned to you. This `Stream` will continue producing events until either the subscription encounters an error or you cancel the subscription. In the case of need for limiting the amount of data that is omitted, you can take advantage of the Stream's helper functions such as `take`. The cancellation occurs when the defined amount of event has occurred: +When creating subscriptions, a [`Stream`](https://api.dart.dev/dart-async/Stream-class.html) object will be returned to you. This `Stream` will continue producing events until either the subscription encounters an error or you cancel the subscription. In the case of need for limiting the amount of data that is omitted, you can take advantage of the Stream's helper functions such as `take`. The cancellation occurs when the defined amount of event has occurred: ```dart Stream> subscribe() { @@ -23,7 +23,7 @@ Stream> subscribe() { } ``` -Alternatively, you can call [`Stream.listen`](https://api.dart.dev/stable/dart-async/Stream/listen.html) to create a [`StreamSubscription`](https://api.dart.dev/stable/dart-async/StreamSubscription-class.html) object which can be programmatically canceled. +Alternatively, you can call [`Stream.listen`](https://api.dart.dev/dart-async/Stream/listen.html) to create a [`StreamSubscription`](https://api.dart.dev/dart-async/StreamSubscription-class.html) object which can be programmatically canceled. ```dart // Be sure to import this diff --git a/src/pages/[platform]/build-a-backend/data/subscribe-data/index.mdx b/src/pages/[platform]/build-a-backend/data/subscribe-data/index.mdx index eb3efe4ad1e..3953310a3c3 100644 --- a/src/pages/[platform]/build-a-backend/data/subscribe-data/index.mdx +++ b/src/pages/[platform]/build-a-backend/data/subscribe-data/index.mdx @@ -565,7 +565,7 @@ Subscribe to mutations for creating real-time clients. ## Setup subscription with callbacks -When creating subscriptions, a [`Stream`](https://api.dart.dev/stable/dart-async/Stream-class.html) object will be returned to you. This `Stream` will continue producing events until either the subscription encounters an error or you cancel the subscription. In the case of need for limiting the amount of data that is omitted, you can take advantage of the Stream's helper functions such as `take`. The cancellation occurs when the defined amount of event has occurred: +When creating subscriptions, a [`Stream`](https://api.dart.dev/dart-async/Stream-class.html) object will be returned to you. This `Stream` will continue producing events until either the subscription encounters an error or you cancel the subscription. In the case of need for limiting the amount of data that is omitted, you can take advantage of the Stream's helper functions such as `take`. The cancellation occurs when the defined amount of event has occurred: ```dart Stream> subscribe() { @@ -586,7 +586,7 @@ Stream> subscribe() { } ``` -Alternatively, you can call [`Stream.listen`](https://api.dart.dev/stable/dart-async/Stream/listen.html) to create a [`StreamSubscription`](https://api.dart.dev/stable/dart-async/StreamSubscription-class.html) object which can be programmatically canceled. +Alternatively, you can call [`Stream.listen`](https://api.dart.dev/dart-async/Stream/listen.html) to create a [`StreamSubscription`](https://api.dart.dev/dart-async/StreamSubscription-class.html) object which can be programmatically canceled. ```dart // Be sure to import this From b04d4bda77b4b679ed885add917b3521da543193 Mon Sep 17 00:00:00 2001 From: Danny Banks Date: Wed, 13 Nov 2024 15:59:20 -0800 Subject: [PATCH 05/20] add ai concepts section (#8087) Co-authored-by: Ian Saultz <52051793+atierian@users.noreply.github.com> --- cspell.json | 3 +- .../ai/concepts/architecture/index.mdx | 52 +++++++ src/pages/[platform]/ai/concepts/index.mdx | 33 +++++ .../inference-configuration/index.mdx | 95 ++++++++++++ .../[platform]/ai/concepts/models/index.mdx | 135 ++++++++++++++++++ .../ai/concepts/prompting/index.mdx | 80 +++++++++++ .../ai/concepts/streaming/index.mdx | 41 ++++++ .../[platform]/ai/concepts/tools/index.mdx | 49 +++++++ 8 files changed, 487 insertions(+), 1 deletion(-) create mode 100644 src/pages/[platform]/ai/concepts/architecture/index.mdx create mode 100644 src/pages/[platform]/ai/concepts/index.mdx create mode 100644 src/pages/[platform]/ai/concepts/inference-configuration/index.mdx create mode 100644 src/pages/[platform]/ai/concepts/models/index.mdx create mode 100644 src/pages/[platform]/ai/concepts/prompting/index.mdx create mode 100644 src/pages/[platform]/ai/concepts/streaming/index.mdx create mode 100644 src/pages/[platform]/ai/concepts/tools/index.mdx diff --git a/cspell.json b/cspell.json index 80ac1464f23..43de9d0c9e8 100644 --- a/cspell.json +++ b/cspell.json @@ -1610,7 +1610,8 @@ "esac", "voteField", "ampx", - "autodetection" + "autodetection", + "jamba" ], "flagWords": ["hte", "full-stack", "Full-stack", "Full-Stack", "sudo"], "patterns": [ diff --git a/src/pages/[platform]/ai/concepts/architecture/index.mdx b/src/pages/[platform]/ai/concepts/architecture/index.mdx new file mode 100644 index 00000000000..044e8c12374 --- /dev/null +++ b/src/pages/[platform]/ai/concepts/architecture/index.mdx @@ -0,0 +1,52 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Architecture", + description: + "Amplify AI Kit fullstack architecture", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + + +The Amplify AI kit is built around the idea of routes. An AI route is like an API endpoint for interacting with backend AI functionality. AI routes are configured in an Amplify backend where you can define the authorization rules, what type of route (generation or conversation), AI model and inference configuration like temperature, what are the inputs and outputs, and what data it has access to. There are currently 2 types of AI routes: + +* **Conversation:** A conversation route is an asynchronous, multi-turn API. Conversations and messages are automatically stored in DynamoDB. Examples of this are any chat-based AI experience or conversational UI. +* **Generation:** A single synchronous request-response API. A generation route is an AppSync Query that generates structured data according to your route definition. Common uses include generating structured data from unstructured input and summarization. + + +## Cloud infrastructure + +When you create an AI route with the Amplify AI kit, it is using these services: + +### AWS AppSync +Serverless API layer to authorize and route requests from the browser to AWS services. + +### Amazon DynamoDB +Serverless database for storing conversation history. + +### AWS Lambda +Serverless execution for conversations. + +### Amazon Bedrock +Serverless foundation models. diff --git a/src/pages/[platform]/ai/concepts/index.mdx b/src/pages/[platform]/ai/concepts/index.mdx new file mode 100644 index 00000000000..1977d28d033 --- /dev/null +++ b/src/pages/[platform]/ai/concepts/index.mdx @@ -0,0 +1,33 @@ +import { getChildPageNodes } from '@/utils/getChildPageNodes'; +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Concepts", + description: + "Learn about what Amplify AI provisions and get an overview about generative AI concepts and terminology.", + route: '/[platform]/ai-kit/overview', + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + const childPageNodes = getChildPageNodes(meta.route); + return { + props: { + meta, + childPageNodes + } + }; +} + + diff --git a/src/pages/[platform]/ai/concepts/inference-configuration/index.mdx b/src/pages/[platform]/ai/concepts/inference-configuration/index.mdx new file mode 100644 index 00000000000..303203fc3e1 --- /dev/null +++ b/src/pages/[platform]/ai/concepts/inference-configuration/index.mdx @@ -0,0 +1,95 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Inference Configuration", + description: + "Learn about inference configuration", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + + + +LLMs have parameters that can be configured to change how the model behaves. This is called inference configuration or inference parameters. LLMs are actually *predicting* text based on the text input. This prediction is probabilistic, and can be tweaked by adjusting the inference configuration to allow for more creative or deterministic outputs. The proper configuration will depend on your use case. + +[Bedrock documentation on inference configuration](https://docs.aws.amazon.com/bedrock/latest/userguide/inference-parameters.html) + + + +Inference refers to the process of using a model to generate or predict output based on input data. Inference is using a model after it has been trained on a data set. + + + + + + + +## Setting inference configuration + +All generative AI routes in Amplify accept inference configuration as optional parameters. If you do not provide any inference configuration options, Bedrock will use [default ones for that particular model](#default-values). + +```ts +a.generation({ + aiModel: a.ai.model("Claude 3 Haiku"), + systemPrompt: `You are a helpful assistant`, + inferenceConfiguration: { + temperature: 0.2, + topP: 0.2, + maxTokens: 1000, + } +}) +``` + +## Definitions + +### Temperature + +Affects the shape of the probability distribution for the predicted output and influences the likelihood of the model selecting lower-probability outputs. Temperature is usually* number from 0 to 1, where a lower value will influence the model to select higher-probability options. Another way to think about temperature is to think about creativity. A low number (close to zero) would produce the least creative and most deterministic response. + +-* AI21 Labs Jamba models use a temperature range of 0 – 2.0 + +### Top P + +Top p refers to the percentage of token candidates the model can choose from for the next token in the response. A lower value will decrease the size of the pool and limit the options to more likely outputs. A higher value will increase the size of the pool and allow for lower-probability tokens. + + +### Max Tokens + +This parameter is used to limit the maximum response a model can give. + + +## Default values + + +| Model | Temperature | Top P | Max Tokens | +| ----- | ----------- | ----- | ---------- | +| [AI21 Labs Jamba](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-jamba.html#model-parameters-jamba-request-response) | 1.0* | 0.5 | 4096 | +| [Meta Llama](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-meta.html#model-parameters-meta-request-response) | 0.5 | 0.9 | 512 | +| [Amazon Titan](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-titan-text.html) | 0.7 | 0.9 | 512 | +| [Anthropic Claude](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages.html#model-parameters-anthropic-claude-messages-request-response) | 1 | 0.999 | 512 | +| [Cohere Command R](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-cohere-command-r-plus.html#model-parameters-cohere-command-request-response) | 0.3 | 0.75 | 512 | +| [Mistral Large](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-mistral-chat-completion.html#model-parameters-mistral-chat-completion-request-response) | 0.7 | 1 | 8192 | + +[Bedrock documentation on model default inference configuration](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters.html) + +-* AI21 Labs Jamba models use a temperature range of 0 – 2.0 diff --git a/src/pages/[platform]/ai/concepts/models/index.mdx b/src/pages/[platform]/ai/concepts/models/index.mdx new file mode 100644 index 00000000000..fd531c7d4aa --- /dev/null +++ b/src/pages/[platform]/ai/concepts/models/index.mdx @@ -0,0 +1,135 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Models", + description: + "Learn about foundation models provided by Amazon Bedrock used for generative AI", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + +A foundation model is a large, general-purpose machine learning model that has been pre-trained on a vast amount of data. These models are trained in an unsupervised or self-supervised manner, meaning they learn patterns and representations from the unlabeled training data without being given specific instructions or labels. + +Foundation models are useful because they are general-purpose and you don't need to train the models yourself, but are powerful enough to take on a range of applications. + +Foundation Models, which Large Language Models are a part of, are inherently stateless. They take input in the form of text or images and generate text or images. They are also inherently non-deterministic. Providing the same input can generate different output. + + + +## Getting model access + +Before you can invoke a foundation model on Bedrock you will need to [request access to the models in the AWS console](https://console.aws.amazon.com/bedrock/home#/modelaccess). + +Be sure to check the region you are building your Amplify app in! + +## Pricing and Limits + +Each foundation model in Amazon Bedrock has its own pricing and throughput limits for on-demand use. On-demand use is serverless, you don't need to provision any AWS resources to use and you only pay for what you use. The Amplify AI kit uses on-demand use for Bedrock. + +The cost for using foundation models is calculated by token usage. A token in generative AI refers to chunks of data that were sent as input and how much data was generated. A token is roughly equal to a word, but depends on the model being used. Each foundation model in Bedrock has its own pricing based on input and output tokens used. + +When you use the Amplify AI Kit, inference requests are charged to your AWS account based on Bedrock pricing. There is no Amplify markup, you are just using AWS resources in your own account. + +Always refer to [Bedrock pricing](https://aws.amazon.com/bedrock/pricing/) for the most up-to-date information on running generative AI with Amplify AI Kit. + + +## Supported Providers and Models + +The Amplify AI Kit uses Bedrock's [Converse API](https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference.html) to leverage a unified API across models. Most models have different structures to how they best work with input and how they format their output. For example, ... + +### AI21 Labs +* [Jamba 1.5 Large](https://aws.amazon.com/blogs/aws/jamba-1-5-family-of-models-by-ai21-labs-is-now-available-in-amazon-bedrock/) +* [Jamba 1.5 Mini](https://aws.amazon.com/blogs/aws/jamba-1-5-family-of-models-by-ai21-labs-is-now-available-in-amazon-bedrock/) + + +### Anthropic +* Claude 3 Haiku +* Claude 3 Sonnet +* Claude 3 Opus +* Claude 3.5 Sonnet +https://docs.anthropic.com/en/docs/about-claude/models + +### Cohere +* Command R +* Command R+ + +### Meta +* Llama 3.1 + +### Mistral +* Large +* Large 2 + + +The Amplify AI Kit makes use of ["tools"](/[platform]/ai/concepts/tools) for both generation and conversation routes. [The models it supports must support tool use in the Converse API](https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference-supported-models-features.html). + +Using the Converse API makes it easy to swap different models without having to drastically change how you interact with them. + +## Choosing a model + +Each model and model provider has their own strengths and weaknesses. We encourage you to try different models for different use-cases to find the right fit. Things to consider when choosing a model: + +### Context window + +Each model has its own context window size. The context window is how much information you can send to the model. FMs are stateless, but conversation routes manage message history, so the context window can continue to grow as you "chat" with a model. The context window for models is defined by the number of tokens it can receive. + +### Latency + +Smaller models tend to have a lower latency than larger models, but can also sometimes be less powerful. + +### Cost + +Each model has its own price and throughput. + +### Use-case fit + +Some models are trained to be better at certain tasks or with certain languages. + +Choosing the right model for your use case is balancing latency, cost, and performance. + + +## Using different models + +Using the Amplify AI Kit you can easily use different models for different functionality in your application. Each AI route definition will have an `aiModel` attribute you define in your schema. To use different foundation models in your Amplify AI backend, update the `aiModel` using `a.ai.model()`: + +```ts +const schema = a.schema({ + summarizer: a.generation({ + aiModel: a.ai.model("Claude 3 Haiku") + }) +}) +``` + +The `a.ai.model()` function gives you access to friendly names for the Bedrock models. We will keep this function up-to-date as new models are added to Bedrock. In case there is a new model that has not yet been added, you can always use the model ID which can be found in the Bedrock console or documentation: + +```ts +const schema = a.schema({ + summarizer: a.generation({ + aiModel: { + resourcePath: 'meta.llama3-1-405b-instruct-v1:0' + } + }) +}) +``` + + diff --git a/src/pages/[platform]/ai/concepts/prompting/index.mdx b/src/pages/[platform]/ai/concepts/prompting/index.mdx new file mode 100644 index 00000000000..0a5ce6e67b8 --- /dev/null +++ b/src/pages/[platform]/ai/concepts/prompting/index.mdx @@ -0,0 +1,80 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Prompting", + description: + "Amplify AI Concepts: Prompting", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + + + + +LLM prompting refers to the process of providing a language model, such as Claude or Amazon Titan, with a specific input or "prompt" in order to generate a desired output. The prompt can be a sentence, a paragraph, or even a more complex sequence of instructions that guides the model to produce content that aligns with the user's intent. + +The way the prompt is structured and worded can significantly influence the model's response. By crafting the prompt carefully, users can leverage the LLM's extensive knowledge and language understanding capabilities to generate high-quality and relevant text, code, or other types of output. + +Effective prompting involves understanding the model's strengths and limitations, as well as experimenting with different prompt formats, styles, and techniques to elicit the desired responses. This can include using specific keywords, providing context, breaking down tasks into steps, and incorporating formatting elements like bullet points or code blocks. + +The model APIs have improved beyond providing a single string as input and getting a string as output. Newer models have a more structured API where you define a system prompt, message history, and tool configurations. The Amplify AI kit uses Bedrock's [Converse API](https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_Converse.html), which has a structured input and output rather than only text in and text out. + +## Prompt structure + +* **system prompt:** provides high-level instructions to the LLM about its role and how it should respond +* **messages:** The conversation history you want the model to respond to. The Amplify AI kit handles saving conversation history and providing it to the model. +* **tool configuration:** information about the tools the model can choose to invoke. The Amplify AI kit handles creating the tool configuration for you as well as invoking the tools and re-prompting the model with the results. + + +## How to customize the system prompt + +All AI routes in the Amplify AI kit require a system prompt. This will be used in all requests to the LLM. + +```ts +reviewSummarizer: a.generation({ + aiModel: a.ai.model("Claude 3.5 Sonnet"), + systemPrompt: ` + You are a helpful assistant that summarizes reviews + for an ecommerce site. + ` +}) +``` + +## Tips + +**Be as detailed as possible.** Try to give as much background and context as you can. Giving the LLM a role and scope typically helps focus the model's responses. + +**Say what it should and shouldn't do.** Sometimes LLMs can be a bit verbose or go on tangents. Giving it specific parameters like "Never use placeholder data". + +**Use multiple routes.** You can define as many conversation and generation routes as you like, so you don't need to try to fit all the context and functionality you need in a single route. + +**You don't need to put everything into the system prompt.** The message history or even just a single user message can contain a lot of dynamic information. + +**Prompting strategies differ based on the model.** Always read up on the model itself and what works/doesn't work well with the particular model you are using. + +## Prompting resources + +* [What is a prompt](https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-a-prompt.html) +* [What is prompt engineering](https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-prompt-engineering.html) +* [Design a prompt](https://docs.aws.amazon.com/bedrock/latest/userguide/design-a-prompt.html) +* [Anthropic prompt library](https://docs.anthropic.com/en/prompt-library/library) diff --git a/src/pages/[platform]/ai/concepts/streaming/index.mdx b/src/pages/[platform]/ai/concepts/streaming/index.mdx new file mode 100644 index 00000000000..ca02874bcb3 --- /dev/null +++ b/src/pages/[platform]/ai/concepts/streaming/index.mdx @@ -0,0 +1,41 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Streaming", + description: + "Learn about how streaming works with LLMs and the Amplify AI kit", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + +When an LLM generates a large amount of text, like over 100 words, it can take a while for the entire response to be generated. Rather than waiting for the entire response to come back, we can send back text as it is generated. + +Foundation model providers like Amazon Bedrock will typically have an HTTP streaming API which can send back the response in chunks. + +## How Amplify AI kit streaming works + +The Amplify AI kit does not use HTTP streaming from the backend to the frontend like other AI frameworks do. Instead, streaming updates are sent to the browser via a websocket connection to AWS AppSync. + +The Lambda that the Amplify AI kit provisions will call Bedrock with a streaming API request. The Lambda will receive the chunks from the HTTP streaming response and send updates to AppSync, which the client then subscribes to. + +If you are using the provided React hook, `useAIConversation` you don't really need to worry about this because it takes care of all of that for you and provides you with conversation messages as React state that is updated as chunks are received. diff --git a/src/pages/[platform]/ai/concepts/tools/index.mdx b/src/pages/[platform]/ai/concepts/tools/index.mdx new file mode 100644 index 00000000000..2559467e923 --- /dev/null +++ b/src/pages/[platform]/ai/concepts/tools/index.mdx @@ -0,0 +1,49 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Tools", + description: + "Amplify AI Concepts: Tool use", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + + +Large language models (LLMs) are stateless text generators, they have no knowledge of the real world and can't access data on their own. For example, if you asked an LLM "what is the weather in San Jose?" it would not be able to tell you because it does not know what the weather is today. Tools (sometimes referred to as function calling) are functions/APIs that LLMs can choose to invoke to get information about the world. This allows the LLM to answer questions with information not included in their training data like the weather, application-specific, and even user-specific data. + +When an LLM is prompted with tools, it can choose to respond by saying that it wants to call a tool to get some data or take an action on the user's behalf. That data is then added to the conversation history so the LLM can see what data was returned. Here is a simplified flow of what happens: + +1. User: "what is the weather in san jose?" +2. Code: Call LLM with this message: "what is the weather in san jose?", and let it know it has access to a tool called `getWeather` that takes an input like `{ city: string }` +3. LLM: "I want to call the 'getWeather' tool with the input `{city: 'san jose'}`" +4. Code: Run `getWeather({city: 'san jose'})` and append the results to the conversation history so far and call the LLM again +5. LLM: "In san jose it is 72 degrees and sunny" + + + +Note: the LLM itself is not actually executing any function or code. It responds with a special message saying that it wants to call that tool with specific input. That tool then needs to called and the results returned to the LLM in a message history. For more information on tools, see the [Bedrock docs on tool use](https://docs.aws.amazon.com/bedrock/latest/userguide/tool-use.html) + + + + + From 0e7b03f4aec88f6cf448c1760c640fe42bdd9697 Mon Sep 17 00:00:00 2001 From: Michael Law <1365977+lawmicha@users.noreply.github.com> Date: Thu, 14 Nov 2024 12:22:00 -0500 Subject: [PATCH 06/20] feat(data): appsync apollo extensions (#7930) * feat(data): appsync apollo extensions * Apply suggestions from code review Co-authored-by: josef * fix: add to directory page * Apply suggestions from code review Co-authored-by: Matt Creaser * fix: mention introspection on swift schema section * fix: add android install and amplify data example * fix: add android install and amplify data example * Update src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx * Update src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx * Update src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx * Apply suggestions from code review * Update src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx * Update src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx * fix: header * fix: links --------- Co-authored-by: josef Co-authored-by: Matt Creaser --- src/directory/directory.mjs | 3 + .../aws-appsync-apollo-extensions/index.mdx | 398 ++++++++++++++++++ 2 files changed, 401 insertions(+) create mode 100644 src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx diff --git a/src/directory/directory.mjs b/src/directory/directory.mjs index 49e53841015..f93f47cf142 100644 --- a/src/directory/directory.mjs +++ b/src/directory/directory.mjs @@ -328,6 +328,9 @@ export const directory = { }, { path: 'src/pages/[platform]/build-a-backend/data/manage-with-amplify-console/index.mdx' + }, + { + path: 'src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx' } ] }, diff --git a/src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx b/src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx new file mode 100644 index 00000000000..b7068f5ad97 --- /dev/null +++ b/src/pages/[platform]/build-a-backend/data/aws-appsync-apollo-extensions/index.mdx @@ -0,0 +1,398 @@ +import { getCustomStaticPath } from '@/utils/getCustomStaticPath'; + +export const meta = { + title: 'AWS AppSync Apollo Extensions', + description: + 'AWS AppSync Apollo Extensions', + platforms: [ + 'android', + 'swift', + ] +}; + +export function getStaticPaths() { + return getCustomStaticPath(meta.platforms); +} + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta + } + }; +} + +AWS AppSync Apollo Extensions provide a seamless way to connect to your AWS AppSync backend using Apollo client, an open-source GraphQL client. + + + +To learn more about Apollo, see https://www.apollographql.com/docs/ios/. + + + + + + +To learn more about Apollo, see https://www.apollographql.com/docs/kotlin. + + + +## Features + +AWS AppSync Apollo Extensions provide AWS AppSync authorizers to be used with the Apollo client to make it simple to apply the correct authorization payloads to your GraphQL operations. + +The Amplify library provides components to facilitate configuring the authorizers with Apollo client by providing configuration values to connect to your Amplify Data backend. + +### Install the AWS AppSync Apollo Extensions library + + + +To connect Apollo to AppSync without using Amplify, add the `apollo-appsync` dependency to your app/build.gradle.kts file. If your +application is using Amplify Android, add the `apollo-appsync-amplify` dependency instead. + +```kotlin title="app/build.gradle.kts" +dependencies { + // highlight-start + // Connect Apollo to AppSync without using Amplify + implementation("com.amplifyframework:apollo-appsync:1.0.0") + // highlight-end + // or + // highlight-start + // Connect Apollo to AppSync, delegating some implementation details to Amplify + implementation("com.amplifyframework:apollo-appsync-amplify:1.0.0") + // highlight-end +} +``` + + + + + +Add AWS AppSync Apollo Extensions into your project using Swift Package Manager. + +Enter its GitHub URL (`https://github.com/aws-amplify/aws-appsync-apollo-extensions-swift`), select **Up to Next Major Version** and click **Add Package** + +* Select the following libraries: + * **AWSAppSyncApolloExtensions** + + + +### Connecting to AWS AppSync with Apollo client + +AWS AppSync supports the following [authorization modes](https://docs.aws.amazon.com/appsync/latest/devguide/security-authz.html): + +#### API_KEY + + + +```swift +import AWSAppSyncApolloExtensions + +let authorizer = APIKeyAuthorizer(apiKey: "[API_KEY]") +let interceptor = AppSyncInterceptor(authorizer) +``` + + + + + +An `ApiKeyAuthorizer` can be used with a hardcoded API key, by fetching the key from some source, or reading it from `amplify_outputs.json`: + +```kotlin +// highlight-start +// Use a hard-coded API key +val authorizer = ApiKeyAuthorizer("[API_KEY]") +//highlight-end +// or +// highlight-start +// Fetch the API key from some source. This function may be called many times, +// so it should implement appropriate caching internally. +val authorizer = ApiKeyAuthorizer { fetchApiKey() } +//highlight-end +// or +// highlight-start +// Using ApolloAmplifyConnector to read API key from amplify_outputs.json +val connector = ApolloAmplifyConnector(context, AmplifyOutputs(R.raw.amplify_outputs)) +val authorizer = connector.apiKeyAuthorizer() +//highlight-end +``` + + + +#### AMAZON_COGNITO_USER_POOLS + + + +If you are using Amplify Auth, you can create a method that retrieves the Cognito access token + +```swift +import Amplify + +func getUserPoolAccessToken() async throws -> String { + let authSession = try await Amplify.Auth.fetchAuthSession() + if let result = (authSession as? AuthCognitoTokensProvider)?.getCognitoTokens() { + switch result { + case .success(let tokens): + return tokens.accessToken + case .failure(let error): + throw error + } + } + throw AuthError.unknown("Did not receive a valid response from fetchAuthSession for get token.") +} +``` + +Then create the AuthTokenAuthorizer with this method. + +```swift +import AWSAppSyncApolloExtensions + +let authorizer = AuthTokenAuthorizer(fetchLatestAuthToken: getUserPoolAccessToken) +let interceptor = AppSyncInterceptor(authorizer) +``` + + + + +You can use `AmplifyApolloConnector` to get an `AuthTokenAuthorizer` instance that supplies the token for the current logged-in Amplify user, or implement the token fetching yourself. + +```kotlin +// highlight-start +// Using ApolloAmplifyConnector to get the authorizer that connects to your +// Amplify instance +val connector = ApolloAmplifyConnector(context, AmplifyOutputs(R.raw.amplify_outputs)) +val authorizer = connector.authTokenAuthorizer() +//highlight-end +// or +// highlight-start +// Using the ApolloAmplifyConnector companion function +val authorizer = AuthTokenAuthorizer { + ApolloAmplifyConnector.fetchLatestCognitoAuthToken() +} +//highlight-end +// or +// highlight-start +// Use your own token fetching. This function may be called many times, +// so it should implement appropriate caching internally. +val authorizer = AuthTokenAuthorizer { + fetchLatestAuthToken() +} +//highlight-end +``` + + + +You can provide your own custom `fetchLatestAuthToken` provider for **AWS_LAMBDA** and **OPENID_CONNECT** auth modes. + +#### AWS_IAM + + + +If you are using Amplify Auth, you can use the following method for AWS_IAM auth + +```swift +import AWSCognitoAuthPlugin +import AWSAppSyncApolloExtensions + +let authorizer = IAMAuthorizer( + signRequest: AWSCognitoAuthPlugin.createAppSyncSigner( + region: "[REGION]")) +``` + + + + + +If you are using `apollo-appsync-amplify`, you can use the `ApolloAmplifyConnector` to delegate token fetching and request +signing to Amplify. + +```kotlin +// highlight-start +// Using ApolloAmplifyConnector to get the authorizer that connects to your +// Amplify instance +val connector = ApolloAmplifyConnector(context, AmplifyOutputs(R.raw.amplify_outputs)) +val authorizer = connector.iamAuthorizer() +//highlight-end +// or +// highlight-start +// Using the ApolloAmplifyConnector companion function +val authorizer = IamAuthorizer { + ApolloAmplifyConnector.signAppSyncRequest(it, "us-east-1") +} +//highlight-end +``` + + + +### Connecting Amplify Data to Apollo client + +Before you begin, you will need an Amplify Data backend deploy. To get started, see [Set up Data](/[platform]/build-a-backend/data/set-up-data/). + +Once you have deployed your backend and created the `amplify_outputs.json` file, you can use Amplify library to read and retrieve your configuration values with the following steps: + + + +1. Enter its GitHub URL (`https://github.com/aws-amplify/amplify-swift`), select **Up to Next Major Version** and click **Add Package** +2. Select the following libraries: + 1. **AWSPluginsCore** +3. Drag and drop the `amplify_outputs.json` file into your Xcode project. +4. Initialize the configuration with `try AWSAppSyncConfiguration(with: .amplifyOutputs)` + +The resulting configuration object will have the `endpoint`, `region`, and optional `apiKey.` The following example shows reading the `amplify_outputs.json` file from the main bundle to instantiate the configuration and uses it to configure the Apollo client for **API_Key** authorization. + +```swift +import Apollo +import ApolloAPI +import AWSPluginsCore +import AWSAppSyncApolloExtensions + +func createApolloClient() throws -> ApolloClient { + let store = ApolloStore(cache: InMemoryNormalizedCache()) + + // 1. Read AWS AppSync API configuration from `amplify_outputs.json` + let configuration = try AWSAppSyncConfiguration(with: .amplifyOutputs) + + // 2. Use `configuration.apiKey` with APIKeyAuthorizer + let authorizer = APIKeyAuthorizer(apiKey: configuration.apiKey ?? "") + let interceptor = AppSyncInterceptor(authorizer) + let interceptorProvider = DefaultPrependInterceptorProvider(interceptor: interceptor, + store: store) + // 3. Use `configuration.endpoint` with RequestChainNetworkTransport + let transport = RequestChainNetworkTransport(interceptorProvider: interceptorProvider, + endpointURL: configuration.endpoint) + + return ApolloClient(networkTransport: transport, store: store) +} +``` + + + + + +Add `apollo-appsync-amplify` dependency to your app/build.gradle.kts file: + +```kotlin title="app/build.gradle.kts" +dependencies { + // highlight-start + implementation("com.amplifyframework:apollo-appsync-amplify:1.0.0") + // highlight-end +} +``` + +```kotlin +// Use apiKey auth mode, reading configuration from AmplifyOutputs +val connector = ApolloAmplifyConnector(context, AmplifyOutputs(R.raw.amplify_outputs)) +val apolloClient = ApolloClient.Builder() + .appSync(connector.endpoint, connector.apiKeyAuthorizer()) + .build() +``` + + + +Depending on your authorization strategy defined on your schema, you can use the corresponding Authorizer. To read more about the strategies and their corresponding auth modes, see [Available authorization strategies](/[platform]/build-a-backend/data/customize-authz/#available-authorization-strategies). + + +Some common ones are + +* `publicAPIkey` strategy, `apiKey` authMode, **APIKeyAuthorizer** +* `guest` strategy, `identityPool` authMode, **IAMAuthorizer** +* `owner` strategy, `userPool` authMode, **AuthTokenAuthorizer** + +If you define multiple authorization strategies on a single model, you will have to create separate Apollo client instances for each Authorizer that you want to use in your app. + +### Downloading the AWS AppSync schema + +The schema is used by Apollo’s code generation tool to generate API code that helps you execute GraphQL operations. The following steps integrate your AppSync schema with Apollo's code generation process: + + +1. Navigate to your API on the [AWS AppSync console](https://console.aws.amazon.com/appsync/home) +2. On the left side, select Schema +3. When viewing your schema, there should a “Export schema” drop down. Select this and download the `schema.json` file. +4. Add this file to your project as directed by [Apollo Code Generation documentation](https://www.apollographql.com/docs/ios/code-generation/introduction). + +You can alternatively download the introspection schema using the [`fetch-schema`](https://www.apollographql.com/docs/ios/code-generation/codegen-cli#fetch-schema) command with the `amplify-ios-cli` tool. + + + + +1. Navigate to your API on the [AWS AppSync console](https://console.aws.amazon.com/appsync/home) +2. On the left side, select Schema +3. When viewing your schema, there should a “Export schema” drop down. Select this and download the `schema.json` file. +4. Add this file to your project as directed by [Apollo documentation](https://www.apollographql.com/docs/kotlin/advanced/plugin-recipes#specifying-the-schema-location) + + +### Performing Queries, Mutations, and Subscriptions with Apollo client + +1. Navigate to the **Queries** tab in your API on the [AWS AppSync console](https://console.aws.amazon.com/appsync/home). Here, you can test queries, mutations, and subscriptions in the GraphQL playground. +2. Enter your GraphQL operation (query, mutation, or subscription) in the editor and click **Run** to execute it. +3. Observe the request and response structure in the results. This gives you insight into the exact call patterns and structure that Apollo will use. +4. Copy the GraphQL operation from the playground and pass it to Apollo's code generation tool to automatically generate the corresponding API code for your project. + +## Connecting to AWS AppSync real-time endpoint + +The following example shows how you can create an Apollo client that allows performing GraphQL subscription operations with AWS AppSync. + + + +```swift +import Apollo +import ApolloAPI +import ApolloWebSocket +import AWSPluginsCore +import AWSAppSyncApolloExtensions + +func createApolloClient() throws -> ApolloClient { + let store = ApolloStore(cache: InMemoryNormalizedCache()) + let configuration = try AWSAppSyncConfiguration(with: .amplifyOutputs) + + // 1. Create your authorizer + let authorizer = /* your Authorizer */ + let interceptor = AppSyncInterceptor(authorizer) + + let interceptorProvider = DefaultPrependInterceptorProvider(interceptor: interceptor, + store: store) + let transport = RequestChainNetworkTransport(interceptorProvider: interceptorProvider, + endpointURL: configuration.endpoint) + + // 2. Create the AWS AppSync compatible websocket client + let websocket = AppSyncWebSocketClient(endpointURL: configuration.endpoint, + authorizer: authorizer) + // 3. Add it to the WebSocketTransport + let webSocketTransport = WebSocketTransport(websocket: websocket) + // 4. Create a SplitNetworkTransport + let splitTransport = SplitNetworkTransport( + uploadingNetworkTransport: transport, + webSocketNetworkTransport: webSocketTransport + ) + // 5. Pass the SplitNetworkTransport to the ApolloClient + return ApolloClient(networkTransport: splitTransport, store: store) +} +``` + + + + + +When using `apollo-appsync`, you create `AppSyncEndpoint` and `AppSyncAuthorizer` instances, and pass them to the ApolloClient's Builder extension function. + +```kotlin +val endpoint = AppSyncEndpoint("") +val authorizer = /* your Authorizer */ + +val apolloClient = ApolloClient.Builder() + .appSync(endpoint, authorizer) + .build() +``` + +When using `apollo-appsync-amplify`, you can get the endpoint and authorizer from an `ApolloAmplifyConnector` to connect to your Amplify backend. + +```kotlin +val connector = ApolloAmplifyConnector(context, AmplifyOutputs(R.raw.amplify_outputs)) + +val apolloClient = ApolloClient.Builder() + .appSync(connector.endpoint, connector.apiKeyAuthorizer()) // or .authTokenAuthorizer(), or .iamAuthorizer() + .build() +``` + + From 6c8a9d73e5e5f086535004c573dbb0b7309e9c40 Mon Sep 17 00:00:00 2001 From: Danny Banks Date: Thu, 14 Nov 2024 09:47:11 -0800 Subject: [PATCH 07/20] Updates to set up ai page (#8092) --- src/pages/[platform]/ai/set-up-ai/index.mdx | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/src/pages/[platform]/ai/set-up-ai/index.mdx b/src/pages/[platform]/ai/set-up-ai/index.mdx index 8ec3e6d55a9..5909c2f4bc8 100644 --- a/src/pages/[platform]/ai/set-up-ai/index.mdx +++ b/src/pages/[platform]/ai/set-up-ai/index.mdx @@ -82,7 +82,8 @@ const schema = a.schema({ chat: a.conversation({ aiModel: a.ai.model('Claude 3 Haiku'), systemPrompt: 'You are a helpful assistant', - }), + }) + .authorization((allow) => allow.owner()), // highlight-end // This adds a new generation route to your Amplify Data backend. @@ -179,7 +180,7 @@ Call `Amplify.configure()` with the **amplify_outputs.json** file where the Reac ```tsx title="src/main.tsx" import { Amplify } from 'aws-amplify'; -import outputs from '../../amplify_outputs.json'; +import outputs from '../amplify_outputs.json'; Amplify.configure(outputs); ``` @@ -314,12 +315,13 @@ export const { useAIConversation, useAIGeneration } = createAIHooks(client); ```tsx title="src/App.tsx" -import { Flex, TextAreaField, Loader, Text, View } from "@aws-amplify/ui-react" -import { useAIGeneration } from "@/client"; +import * as React from 'react'; +import { Flex, TextAreaField, Loader, Text, View, Button } from "@aws-amplify/ui-react" +import { useAIGeneration } from "./client"; export default function App() { const [description, setDescription] = React.useState(""); - const [{ data, isLoading, hasError }, generateRecipe] = + const [{ data, isLoading }, generateRecipe] = useAIGeneration("generateRecipe"); const handleClick = async () => { From d57eb7594265aefb569c6f3189af04d40f6b77ad Mon Sep 17 00:00:00 2001 From: josef Date: Thu, 14 Nov 2024 12:19:48 -0600 Subject: [PATCH 08/20] reduce opensearch domain capacity to free tier-eligible (#8093) * reduce opensearch domain capacity to free tier-eligible * open search -> OpenSearch --- .../search-and-aggregate-queries/index.mdx | 47 ++++++++++++++++--- 1 file changed, 41 insertions(+), 6 deletions(-) diff --git a/src/pages/[platform]/build-a-backend/data/custom-business-logic/search-and-aggregate-queries/index.mdx b/src/pages/[platform]/build-a-backend/data/custom-business-logic/search-and-aggregate-queries/index.mdx index c6e71d688d1..c9cd10d3deb 100644 --- a/src/pages/[platform]/build-a-backend/data/custom-business-logic/search-and-aggregate-queries/index.mdx +++ b/src/pages/[platform]/build-a-backend/data/custom-business-logic/search-and-aggregate-queries/index.mdx @@ -148,8 +148,15 @@ const openSearchDomain = new opensearch.Domain( 'OpenSearchDomain', { version: opensearch.EngineVersion.OPENSEARCH_2_11, + capacity: { + // upgrade instance types for production use + masterNodeInstanceType: "t3.small.search", + masterNodes: 0, + dataNodeInstanceType: "t3.small.search", + dataNodes: 1, + }, nodeToNodeEncryption: true, - // set removalPolicy to DESTROY to make sure the open search domain is deleted on stack deletion. + // set removalPolicy to DESTROY to make sure the OpenSearch domain is deleted on stack deletion. removalPolicy: RemovalPolicy.DESTROY, encryptionAtRest: { enabled: true @@ -231,8 +238,15 @@ const openSearchDomain = new opensearch.Domain( "OpenSearchDomain", { version: opensearch.EngineVersion.OPENSEARCH_2_11, + capacity: { + // upgrade instance types for production use + masterNodeInstanceType: "t3.small.search", + masterNodes: 0, + dataNodeInstanceType: "t3.small.search", + dataNodes: 1, + }, nodeToNodeEncryption: true, - // set removalPolicy to DESTROY to make sure the open search domain is deleted on stack deletion. + // set removalPolicy to DESTROY to make sure the OpenSearch domain is deleted on stack deletion. removalPolicy: RemovalPolicy.DESTROY, encryptionAtRest: { enabled: true, @@ -356,8 +370,15 @@ const openSearchDomain = new opensearch.Domain( "OpenSearchDomain", { version: opensearch.EngineVersion.OPENSEARCH_2_11, + capacity: { + // upgrade instance types for production use + masterNodeInstanceType: "t3.small.search", + masterNodes: 0, + dataNodeInstanceType: "t3.small.search", + dataNodes: 1, + }, nodeToNodeEncryption: true, - // set removalPolicy to DESTROY to make sure the open search domain is deleted on stack deletion. + // set removalPolicy to DESTROY to make sure the OpenSearch domain is deleted on stack deletion. removalPolicy: RemovalPolicy.DESTROY, encryptionAtRest: { enabled: true, @@ -496,8 +517,15 @@ const openSearchDomain = new opensearch.Domain( "OpenSearchDomain", { version: opensearch.EngineVersion.OPENSEARCH_2_11, + capacity: { + // upgrade instance types for production use + masterNodeInstanceType: "t3.small.search", + masterNodes: 0, + dataNodeInstanceType: "t3.small.search", + dataNodes: 1, + }, nodeToNodeEncryption: true, - // set removalPolicy to DESTROY to make sure the open search domain is deleted on stack deletion. + // set removalPolicy to DESTROY to make sure the OpenSearch domain is deleted on stack deletion. removalPolicy: RemovalPolicy.DESTROY, encryptionAtRest: { enabled: true, @@ -696,8 +724,15 @@ const openSearchDomain = new opensearch.Domain( "OpenSearchDomain", { version: opensearch.EngineVersion.OPENSEARCH_2_11, + capacity: { + // upgrade instance types for production use + masterNodeInstanceType: "t3.small.search", + masterNodes: 0, + dataNodeInstanceType: "t3.small.search", + dataNodes: 1, + }, nodeToNodeEncryption: true, - // set removalPolicy to DESTROY to make sure the open search domain is deleted on stack deletion. + // set removalPolicy to DESTROY to make sure the OpenSearch domain is deleted on stack deletion. removalPolicy: RemovalPolicy.DESTROY, encryptionAtRest: { enabled: true, @@ -946,5 +981,5 @@ const schema = a.schema({ Once you've deployed the resources, you can verify the changes by checking the AppSync console. Run the 'searchTodo' query and review the results to confirm their accuracy. -![A screenshot from the AppSync console displaying a generated query for 'searchTodo' with the results fetched from OpenSearch on the right side.](/images/gen2/opensearch-integration/opensearch_appsync_console.png) +![AppSync console displaying a generated query for 'searchTodo' with the results fetched from OpenSearch on the right side.](/images/gen2/opensearch-integration/opensearch_appsync_console.png) From 6c81fd6d38bf9f481fa817fad633dd7f383c3521 Mon Sep 17 00:00:00 2001 From: Edison Zhang <105604551+edisooon@users.noreply.github.com> Date: Thu, 14 Nov 2024 11:12:03 -0800 Subject: [PATCH 09/20] fix(auth): typo in fetchUserAttributes API code example (#7992) Co-authored-by: Edison Zhang --- .../lib-v1/auth/android/user_attributes/10_fetch_attributes.mdx | 2 +- .../lib/auth/android/user_attributes/10_fetch_attributes.mdx | 2 +- .../auth/connect-your-frontend/manage-user-attributes/index.mdx | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/src/fragments/lib-v1/auth/android/user_attributes/10_fetch_attributes.mdx b/src/fragments/lib-v1/auth/android/user_attributes/10_fetch_attributes.mdx index 5f539517835..19b9b9e1c3b 100644 --- a/src/fragments/lib-v1/auth/android/user_attributes/10_fetch_attributes.mdx +++ b/src/fragments/lib-v1/auth/android/user_attributes/10_fetch_attributes.mdx @@ -13,7 +13,7 @@ Amplify.Auth.fetchUserAttributes( ```kotlin Amplify.Auth.fetchUserAttributes( - { Log.i("AuthDemo", "User attributes = $attributes") }, + { Log.i("AuthDemo", "User attributes = $it") }, { Log.e("AuthDemo", "Failed to fetch user attributes", it) } ) ``` diff --git a/src/fragments/lib/auth/android/user_attributes/10_fetch_attributes.mdx b/src/fragments/lib/auth/android/user_attributes/10_fetch_attributes.mdx index 5f539517835..19b9b9e1c3b 100644 --- a/src/fragments/lib/auth/android/user_attributes/10_fetch_attributes.mdx +++ b/src/fragments/lib/auth/android/user_attributes/10_fetch_attributes.mdx @@ -13,7 +13,7 @@ Amplify.Auth.fetchUserAttributes( ```kotlin Amplify.Auth.fetchUserAttributes( - { Log.i("AuthDemo", "User attributes = $attributes") }, + { Log.i("AuthDemo", "User attributes = $it") }, { Log.e("AuthDemo", "Failed to fetch user attributes", it) } ) ``` diff --git a/src/pages/[platform]/build-a-backend/auth/connect-your-frontend/manage-user-attributes/index.mdx b/src/pages/[platform]/build-a-backend/auth/connect-your-frontend/manage-user-attributes/index.mdx index 3bcf31cf14d..869c4160d85 100644 --- a/src/pages/[platform]/build-a-backend/auth/connect-your-frontend/manage-user-attributes/index.mdx +++ b/src/pages/[platform]/build-a-backend/auth/connect-your-frontend/manage-user-attributes/index.mdx @@ -201,7 +201,7 @@ Amplify.Auth.fetchUserAttributes( ```kotlin Amplify.Auth.fetchUserAttributes( - { Log.i("AuthDemo", "User attributes = $attributes") }, + { Log.i("AuthDemo", "User attributes = $it") }, { Log.e("AuthDemo", "Failed to fetch user attributes", it) } ) ``` From 0ba9e644eedbad4b040fbd33043ae32e274ae11e Mon Sep 17 00:00:00 2001 From: Anil Maktala Date: Thu, 14 Nov 2024 14:26:24 -0500 Subject: [PATCH 10/20] API key troubleshoot guide (#7909) * Resolving API Key Not Found issue * updates * updated * added titles * updated title * updated file path * fixed styling * fixed styling * aligned text * fixed format * text alignment * updated filepath * Update src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx Co-authored-by: josef * Update src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx Co-authored-by: josef * added apikey-not-found entry in directory.mjs --------- Co-authored-by: josef --- src/directory/directory.mjs | 3 + .../apikey-not-found/index.mdx | 112 ++++++++++++++++++ 2 files changed, 115 insertions(+) create mode 100644 src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx diff --git a/src/directory/directory.mjs b/src/directory/directory.mjs index f93f47cf142..49eeecaa5fe 100644 --- a/src/directory/directory.mjs +++ b/src/directory/directory.mjs @@ -1748,6 +1748,9 @@ export const directory = { }, { path: 'src/pages/gen1/[platform]/build-a-backend/troubleshooting/library-not-configured/index.mdx' + }, + { + path: 'src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx' } ] } diff --git a/src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx b/src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx new file mode 100644 index 00000000000..34fff7b186b --- /dev/null +++ b/src/pages/gen1/[platform]/build-a-backend/troubleshooting/apikey-not-found/index.mdx @@ -0,0 +1,112 @@ +import { getCustomStaticPath } from '@/utils/getCustomStaticPath'; + +export const meta = { + title: 'API Key Not Found issue', + description: 'Resolving API Key Not Found issue', + platforms: [ + 'angular', + 'javascript', + 'nextjs', + 'react', + 'react-native', + 'vue' + ] +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta + } + }; +} + +If you're encountering an "API Key Not Found" issue in your Amplify project, follow the steps below to troubleshoot and resolve the problem: + +## Step 1: Modify `parameters.json` to Remove API Key + +1. Navigate to the `amplify/backend/api//parameters.json` file in your project. +2. Add the following line to the file: + + ```json title="amplify/backend/api//parameters.json" + { + "CreateAPIKey": 0 + } + ``` + Ensure that a comma is placed after the previous line if this is added at the end of the JSON object. + +## Step 2: Remove API Key from Lambda Function Attributes + +1. Open the `amplify/backend/backend-config.json` file. +2. Locate any JSON attribute arrays that include `GraphQLAPIKeyOutput`. +3. Modify the arrays by removing the `GraphQLAPIKeyOutput` entry. For example: + + * Change this: + + ```json title="amplify/backend/backend-config.json" + { + "attributes": [ + "GraphQLAPIIdOutput", + "GraphQLAPIEndpointOutput", + "GraphQLAPIKeyOutput" + ] + } + ``` + + * To this: + + ```json title="amplify/backend/backend-config.json" + { + "attributes": [ + "GraphQLAPIIdOutput", + "GraphQLAPIEndpointOutput" + ] + } + ``` + Perform this change for each Lambda function that utilizes the API. + + +## Step 3: Apply the Changes + +1. Push the changes to the cloud: + + ```terminal + amplify push -y + ``` + Once this process is complete, the API key should be removed from both the application and the associated Lambda functions. + +## Step 4: Restore the API Key + +1. Remove the `CreateAPIKey: 0` entry from `amplify/backend/api//parameters.json`. +2. Push the changes to restore the API key to the application: + + ```terminal + amplify push -y + ``` + After this step, the API key should be restored to the application but will not be associated with the Lambda functions. + + +## Step 5: Update Lambda Function Resources + +1. Use the following command to update each Lambda function that was previously associated with the API: + + ```terminal + amplify update function + ``` +2. Follow the prompts to remove the API from the Lambda’s resources. +3. Use the same command to restore the API to each Lambda function: + + ```terminal + amplify update function + ``` +4. Finally, push the changes to apply them: + + ```terminal + amplify push -y + ``` + This should complete the process and resolve the "API Key Not Found" issue. From 2cc1a0a36df2040c4ee555fbb474f179ebaef57e Mon Sep 17 00:00:00 2001 From: josef Date: Thu, 14 Nov 2024 15:29:22 -0600 Subject: [PATCH 11/20] use existing auth resources (#8080) * use existing auth resources * add callout for creating users * appease the spelling gods * updates --- cspell.json | 2 + .../use-existing-cognito-resources/index.mdx | 52 ++++++++++++++++++- 2 files changed, 52 insertions(+), 2 deletions(-) diff --git a/cspell.json b/cspell.json index 43de9d0c9e8..15028cde4cc 100644 --- a/cspell.json +++ b/cspell.json @@ -170,6 +170,8 @@ "Auth.currentAuthenticatedUser", "Auth.federatedSignIn", "Auth0", + "Authauthenticated", + "Authunauthenticate", "authcurrentsession", "authverifycurrentuserattribute", "authverifycurrentuserattributesubmit", diff --git a/src/pages/[platform]/build-a-backend/auth/use-existing-cognito-resources/index.mdx b/src/pages/[platform]/build-a-backend/auth/use-existing-cognito-resources/index.mdx index b31966b1d01..ceb0aa498c6 100644 --- a/src/pages/[platform]/build-a-backend/auth/use-existing-cognito-resources/index.mdx +++ b/src/pages/[platform]/build-a-backend/auth/use-existing-cognito-resources/index.mdx @@ -112,12 +112,60 @@ Configuring the mobile client libraries directly is not supported, however you c ## Use auth resources with an Amplify backend - +If you have created Amazon Cognito resources outside of the context of your Amplify app such as creating resources through the AWS Console or consuming resources created by a separate team, you can use `referenceAuth` to reference the existing resources. It requires a user pool, a user pool client, identity pool, and an authenticated & unauthenticated IAM role configured on your identity pool. + +```ts title="amplify/auth/resource.ts" +import { referenceAuth } from '@aws-amplify/backend'; + +export const auth = referenceAuth({ + userPoolId: 'us-east-1_xxxx', + identityPoolId: 'us-east-1:b57b7c3b-9c95-43e4-9266-xxxx', + authRoleArn: 'arn:aws:iam::xxxx:role/amplify-xxxx-mai-amplifyAuthauthenticatedU-xxxx', + unauthRoleArn: 'arn:aws:iam::xxxx:role/amplify-xxxx-mai-amplifyAuthunauthenticate-xxxx', + userPoolClientId: 'xxxx', +}); +``` + + -**Warning:** Amplify resources do not support including auth configurations by referencing with CDK. We are currently working to improve this experience by providing first-class support for referencing existing auth resources. [View the RFC for `referenceAuth` for more details](https://github.com/aws-amplify/amplify-backend/issues/1548) +The configuration of your referenced resources cannot be modified. IAM policies specific to your Amplify application will be appended to your authenticated and unauthenticated roles, and applications using the referenced resource will be able to create users in the Cognito user pool and identities in the Cognito identity pool. +You can also use the [`access` property](/[platform]/build-a-backend/auth/grant-access-to-auth-resources/) to grant permissions to your auth resource from other Amplify backend resources. For example, if you have a function that needs to retrieve details about a user: + +```ts title="amplify/auth/resource.ts" +import { referenceAuth } from '@aws-amplify/backend'; +import { getUser } from "../functions/get-user/resource"; + +export const auth = referenceAuth({ + userPoolId: 'us-east-1_xxxx', + identityPoolId: 'us-east-1:b57b7c3b-9c95-43e4-9266-xxxx', + authRoleArn: 'arn:aws:iam::xxxx:role/amplify-xxxx-mai-amplifyAuthauthenticatedU-xxxx', + unauthRoleArn: 'arn:aws:iam::xxxx:role/amplify-xxxx-mai-amplifyAuthunauthenticate-xxxx', + userPoolClientId: 'xxxx', + access: (allow) => [ + allow.resource(getUser).to(["getUser"]), + ], +}); +``` + +In a team setting you may want to reference a different set of auth resources depending on the deployment context. For instance if you have a `staging` branch that should reuse resources from a separate "staging" environment compared to a `production` branch that should reuse resources from the separate "production" environment. In this case we recommend using environment variables. + +```ts title="amplify/auth/resource.ts" +import { referenceAuth } from '@aws-amplify/backend'; + +export const auth = referenceAuth({ + userPoolId: process.env.MY_USER_POOL_ID, + identityPoolId: process.env.MY_IDENTITY_POOL_ID, + authRoleArn: process.env.MY_AUTH_ROLE_ARN, + unauthRoleArn: process.env.MY_UNAUTH_ROLE_ARN, + userPoolClientId: process.env.MY_USER_POOL_CLIENT_ID, +}); +``` + +Environment variables must be configured separately on your machine for sandbox deployments and Amplify console for branch deployments. + ## Next steps - [Learn how to connect your frontend](/[platform]/build-a-backend/auth/connect-your-frontend/) From 1892b12bb43f8d61172902386a47403fc9e54416 Mon Sep 17 00:00:00 2001 From: Danny Banks Date: Fri, 15 Nov 2024 21:09:21 -0800 Subject: [PATCH 12/20] Updates to set up ai page (#8097) --- src/pages/[platform]/ai/set-up-ai/index.mdx | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/src/pages/[platform]/ai/set-up-ai/index.mdx b/src/pages/[platform]/ai/set-up-ai/index.mdx index 5909c2f4bc8..1bd3860dbcd 100644 --- a/src/pages/[platform]/ai/set-up-ai/index.mdx +++ b/src/pages/[platform]/ai/set-up-ai/index.mdx @@ -47,6 +47,12 @@ Before you begin, you will need: You will also need an AWS account that is [setup for local development](/[platform]/start/account-setup) and has access to the Bedrock Foundation Model(s) you want to use. You can request access to Bedrock models by going in to the [Bedrock console and requesting access](https://console.aws.amazon.com/bedrock/home#/modelaccess). + + +Running inference on large language models (LLMs) can be costly. Amazon Bedrock is a serverless service so you only pay for what you use, but be mindful of the costs associated with building generative AI applications. [See Bedrock pricing for more information](https://aws.amazon.com/bedrock/pricing/). + + + ## Create an Amplify backend Run the create amplify script in your project directory: @@ -107,6 +113,12 @@ const schema = a.schema({ }); ``` + + +Conversation routes currently ONLY support owner-based authorization and generation routes ONLY support non-owner-based authorization (`authenticated`, `guest`, `group`, `publicApiKey`). + + + If you have the Amplify sandbox running, when you save this file it will pick up the changes and redeploy the necessary resources for you. ## Connect your frontend @@ -180,6 +192,7 @@ Call `Amplify.configure()` with the **amplify_outputs.json** file where the Reac ```tsx title="src/main.tsx" import { Amplify } from 'aws-amplify'; +import '@aws-amplify/ui-react/styles.css'; import outputs from '../amplify_outputs.json'; Amplify.configure(outputs); From c6932be0e1ddf90074579b47911363e6ee55509d Mon Sep 17 00:00:00 2001 From: Danny Banks Date: Sun, 17 Nov 2024 23:24:12 -0800 Subject: [PATCH 13/20] Adding AI conversation section (#8094) Co-authored-by: Ian Saultz <52051793+atierian@users.noreply.github.com> --- cspell.json | 3 +- .../ai/conversation/context/index.mdx | 182 ++++++++++++ .../ai/conversation/history/index.mdx | 107 +++++++ .../[platform]/ai/conversation/index.mdx | 79 ++++++ .../ai/conversation/knowledge-base/index.mdx | 148 ++++++++++ .../response-components/index.mdx | 170 +++++++++++ .../ai/conversation/tools/index.mdx | 264 ++++++++++++++++++ 7 files changed, 952 insertions(+), 1 deletion(-) create mode 100644 src/pages/[platform]/ai/conversation/context/index.mdx create mode 100644 src/pages/[platform]/ai/conversation/history/index.mdx create mode 100644 src/pages/[platform]/ai/conversation/index.mdx create mode 100644 src/pages/[platform]/ai/conversation/knowledge-base/index.mdx create mode 100644 src/pages/[platform]/ai/conversation/response-components/index.mdx create mode 100644 src/pages/[platform]/ai/conversation/tools/index.mdx diff --git a/cspell.json b/cspell.json index 15028cde4cc..abb83dd527d 100644 --- a/cspell.json +++ b/cspell.json @@ -1613,7 +1613,8 @@ "voteField", "ampx", "autodetection", - "jamba" + "jamba", + "knowledgebases" ], "flagWords": ["hte", "full-stack", "Full-stack", "Full-Stack", "sudo"], "patterns": [ diff --git a/src/pages/[platform]/ai/conversation/context/index.mdx b/src/pages/[platform]/ai/conversation/context/index.mdx new file mode 100644 index 00000000000..fac4cd0ac69 --- /dev/null +++ b/src/pages/[platform]/ai/conversation/context/index.mdx @@ -0,0 +1,182 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Context", + description: + "How to pass client-side context to the LLM to help it respond.", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + showBreadcrumbs: false, + }, + }; +} + + + +For LLMs to provide high-quality answers to users' questions, they need to have the right information. Sometimes this information is contextual, based on the user or the state of the application. To allow for this, you can send `aiContext` with any user message to the LLM, which can be any unstructured or structured data that might be useful. + + + +```ts +import { generateClient } from "aws-amplify/data"; +import type { Schema } from "../amplify/data/resource"; + +const client = generateClient({ authMode: 'userPool' }); + +const { data: conversation } = await client.conversations.chat.create(); + +conversation.sendMessage({ + content: [{ text: "hello" }], + // aiContext can be any shape + aiContext: { + username: "danny" + } +}) +``` + + + + + + +```tsx +export default function Chat() { + const [ + { + data: { messages }, + isLoading, + }, + sendMessage, + ] = useAIConversation('chat'); + + function handleSendMessage(message) { + sendMessage({ + ...message, + // this can be any object that can be stringified + aiContext: { + currentTime: new Date().toLocaleTimeString() + } + }) + } + + return ( + //... + ) +} +``` + + + + + + +```tsx +function Chat() { + const [ + { + data: { messages }, + isLoading, + }, + sendMessage, + ] = useAIConversation('chat'); + + return ( + { + return { + currentTime: new Date().toLocaleTimeString(), + }; + }} + /> + ); +} +``` + + +The function passed to the `aiContext` prop will be run immediately before the request is sent in order to get the most up to date information. + +You can use React context or other state management systems to update the data passed to `aiContext`. Using React context we can provide more information about the current state of the application: + +```tsx +// Create a context to share state across components +const DataContext = React.createContext<{ + data: any; + setData: (value: React.SetStateAction) => void; +}>({ data: {}, setData: () => {} }); + +// Create a component that updates the shared state +function Counter() { + const { data, setData } = React.useContext(AIContext); + const count = data.count ?? 0; + return ( + + ); +} + +// reference shared data in aiContext +function Chat() { + const { data } = React.useContext(DataContext); + const [ + { + data: { messages }, + isLoading, + }, + sendMessage, + ] = useAIConversation('pirateChat'); + + return ( + { + return { + ...data, + currentTime: new Date().toLocaleTimeString(), + }; + }} + /> + ); +} + +export default function Example() { + const [data, setData] = React.useState({}); + return ( + + + + + + + ) +} +``` + + + diff --git a/src/pages/[platform]/ai/conversation/history/index.mdx b/src/pages/[platform]/ai/conversation/history/index.mdx new file mode 100644 index 00000000000..f19fba4457b --- /dev/null +++ b/src/pages/[platform]/ai/conversation/history/index.mdx @@ -0,0 +1,107 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Conversation History", + description: + "Learn how Amplify AI kit takes care of conversation history", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + showBreadcrumbs: false, + }, + }; +} + +The Amplify AI kit automatically and securely stores conversation history per user so you can easily resume past conversations. + + + +If you are looking for a quick way to get stared with conversation history, [this example project](https://github.com/aws-samples/amplify-ai-examples/tree/main/claude-ai) has a similar interface to ChatGPT or Claude where users see past conversations in a sidebar they can manage. + + + +When you define a conversation route in your Amplify data schema, the Amplify AI kit turns that into 2 data models: `Conversation` and `Message`. The `Conversation` model functions mostly the same way as other data models defined in your schema. You can list and filter them (because they use owner-based authorization users will only see their conversations) and you can get a specific conversation by ID. Then once you have a conversation instance you can load the messages in it if there are any, send messages to it, and subscribe to the stream events being sent back. + + +## Listing conversations + +To list all the conversations a user has you can use the `.list()` method. It works the same way as any other Amplify data model would. You can optionally pass a `limit` or `nextToken`. + +```ts +const { data: conversations } = await client.conversations.chat.list() +``` + +The `updatedAt` field gets updated when new messages are sent, so you can use that to see which conversation had the most recent message. Conversations retrieved via `.list()` are sorted in descending order by `updatedAt`. + +### Pagination +The result of `.list()` contains a `nextToken` property. This can be used to retrieve subsequent pages of conversations. + +```ts +const { data: conversations, nextToken } = await client.conversations.chat.list(); + +// retrieve next page +if (nextToken) { + const { data: nextPageConversations } = await client.conversations.chat.list({ + nextToken + }); +} +``` + +Conversations also have `name` and `metadata` fields you can use to more easily find and resume past conversations. `name` is a string and `metadata` is a JSON object so you can store any extra information you need. + +## Resuming conversations + +You can resume a conversation by calling the `.get()` method with a conversation ID. Both `.create()` and `.get()` return the a conversation instance. + + + +```ts +// list all conversations a user has +// make sure the user has been authenticated with Amplify Auth +const conversationList = await client.conversations.conversation.list(); + +// Retrieve a specific conversation +const { data: conversation } = await client.conversations.chat.get({ id: conversationList[0].id }); + +// list the existing messages in the conversation +const { data: messages } = await conversation.listMessages(); + +// You can now send a message to the conversation +conversation.sendMessage({ + content: [ + {text: "hello"} + ] +}) +``` + + + + + +```tsx +export function Chat({ id }) { + const [ + data: { messages } + handleSendMessage, + ] = useAIConversation('chat', { id }) +} +``` + + + diff --git a/src/pages/[platform]/ai/conversation/index.mdx b/src/pages/[platform]/ai/conversation/index.mdx new file mode 100644 index 00000000000..b9ed364ff48 --- /dev/null +++ b/src/pages/[platform]/ai/conversation/index.mdx @@ -0,0 +1,79 @@ +import { getChildPageNodes } from '@/utils/getChildPageNodes'; +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Conversation", + description: + "Learn about conversational AI patterns and how to implement them in Amplify.", + route: '/[platform]/ai/conversation', + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + const childPageNodes = getChildPageNodes(meta.route); + return { + props: { + meta, + childPageNodes, + showBreadcrumbs: false, + } + }; +} + + +The conversation route simplifies the creation of AI-powered conversation interfaces in your application. It automatically sets up the necessary AppSync API components and Lambda functions to handle streaming multi-turn interactions with Amazon Bedrock foundation models. + +## Key Components + +1. **AppSync API**: Gateway to the conversation route. + - Create new conversation route instance. + - Send messages to conversation route instance. + - Subscribe to real-time updates for assistant responses. + +2. **Lambda Function**: Bridge between AppSync and Amazon Bedrock. + - Retrieve conversation instance history. + - Invokes Bedrock's /converse endpoint. + - Handles tool use responses by invoking AppSync queries. + +3. **DynamoDB**: Stores conversation and message data + - Conversations are scoped to a specific application user. + +## Authentication Flow + +1. The user's OIDC access token is passed from the client to AppSync +2. AppSync forwards this token to the Lambda function +3. The Lambda function uses the token to authenticate requests back to AppSync + +## Usage Scenarios + +Each of the following scenarios have safeguards in place to mitigate risks associated with invoking tools on behalf of the user, including: + +- Amazon CloudWatch log group redacting OIDC access tokens for logs from the Lambda function. +- IAM policies that limit the Lambda function's ability to access other resources. + + +## Data Flow + +1. User sends a message via the AppSync mutation +2. AppSync triggers the Lambda function (default or custom) +3. Lambda processes the message and invokes Bedrock's /converse endpoint + a. If response is a tool use, Lambda function invokes applicable AppSync query. +4. Lambda sends assistant response back to AppSync +5. AppSync sends the response to subscribed clients + +This design allows for real-time, scalable conversations while ensuring that the Lambda function's data access matches that of the application user. + +## Next Steps + + diff --git a/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx b/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx new file mode 100644 index 00000000000..c083c73aeee --- /dev/null +++ b/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx @@ -0,0 +1,148 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Knowledge Base", + description: + "Knowledge bases can be used for retrieval augmented generation or RAG", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + showBreadcrumbs: false, + }, + }; +} + +[Bedrock knowledge bases](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base.html) are a great way to implement Retrieval Augmented Generation, or RAG for short. RAG is a common pattern in building generative AI applications that involves storing a lot of content, like documentation, in a vector database like Postgres with pg_vector or OpenSearch. + + + + +The default setup for a Bedrock knowledge base is OpenSearch Serverless which has a default cost whether or not you use it. You can get a large AWS bill if you are not careful. If you are just testing this out make sure to turn off the OpenSearch Serverless instance when you are done. + + + +## Create a knowledge base + +To integrate Bedrock knowledge base with your conversation route, first [create a Bedrock knowledge base](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-create.html) in the console, CLI, or with CDK. + +## Create a custom query and tool + +```ts title="amplify/data/resource.ts" +import { type ClientSchema, a, defineData } from "@aws-amplify/backend"; + +const schema = a.schema({ + // highlight-start + knowledgeBase: a + .query() + .arguments({ input: a.string() }) + .handler( + a.handler.custom({ + dataSource: "KnowledgeBaseDataSource", + entry: "./resolvers/kbResolver.js", + }), + ) + .returns(a.string()) + .authorization((allow) => allow.authenticated()), + // highlight-end + + chat: a.conversation({ + aiModel: a.ai.model("Claude 3.5 Sonnet"), + systemPrompt: `You are a helpful assistant.`, + // highlight-start + tools: [ + a.ai.dataTool({ + name: 'searchDocumentation', + description: 'Performs a similarity search over the documentation for ...', + query: a.ref('knowledgeBase'), + }), + ] + // highlight-end + }) +}) +``` + +## Write an AppSync resolver + +Then you'll need to create a JavaScript AppSync resolver to connect the query to the knowledge base. You'll need to know the ID of the knowledge base you want to use, which you can find in the Bedrock console or with the AWS CLI. + +```javascript title="amplify/data/resolvers/kbResolver.js" +export function request(ctx) { + const { input } = ctx.args; + return { + resourcePath: "/knowledgebases/[KNOWLEDGE_BASE_ID]/retrieve", + method: "POST", + params: { + headers: { + "Content-Type": "application/json", + }, + body: JSON.stringify({ + retrievalQuery: { + text: input, + }, + }), + }, + }; +} + +export function response(ctx) { + return JSON.stringify(ctx.result.body); +} + +``` + +## Define the data source + +Then in the amplify backend file you will need to create the data source for the knowledge base query and give it permission to call the knowledge base. + +```ts title="amplify/backend.ts" +import { defineBackend } from '@aws-amplify/backend'; +import { auth } from './auth/resource'; +import { data } from './data/resource'; +import { PolicyStatement } from 'aws-cdk-lib/aws-iam'; + +const backend = defineBackend({ + auth, + data, +}); + +const KnowledgeBaseDataSource = + backend.data.resources.graphqlApi.addHttpDataSource( + "KnowledgeBaseDataSource", + `https://bedrock-runtime.${cdk.Stack.of(backend.data).region}.amazonaws.com`, + { + authorizationConfig: { + signingRegion: cdk.Stack.of(backend.data).region, + signingServiceName: "bedrock", + }, + }, + ); + +KnowledgeBaseDataSource.grantPrincipal.addToPrincipalPolicy( + new PolicyStatement({ + resources: [ + `arn:aws:bedrock:${cdk.Stack.of(backend.data).region}:[account ID]:knowledge-base/[knowledge base ID]` + ], + actions: ["bedrock:Retrieve"], + }), +); +``` + +That's it! + + diff --git a/src/pages/[platform]/ai/conversation/response-components/index.mdx b/src/pages/[platform]/ai/conversation/response-components/index.mdx new file mode 100644 index 00000000000..aabb8ac2475 --- /dev/null +++ b/src/pages/[platform]/ai/conversation/response-components/index.mdx @@ -0,0 +1,170 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Response components", + description: + "Create rich conversational interfaces with custom UI responses", + platforms: [ + "nextjs", + "react", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + showBreadcrumbs: false, + }, + }; +} + + +Response components are custom UI components you can define that the AI assistant can respond with. Response components allow you to build conversational interfaces that are more than just text in and text out. + +## How it works + +The `AIConversation` component takes the response components and turns them into [tool](/[platform]/ai/concepts/tools) configurations to send to the LLM. The tool configurations get sent when a user message is sent to the backend, then the backend Lambda merges the tools coming from the client and any [schema tools](/[platform]/ai/conversation/tools). The LLM sees that it can invoke UI component "tool", with certain input/props. If the LLM chooses to use a response component tool, a message gets sent to the client with the response component name and props. The `AIConversation` component will then try to render the React component provided with the props the LLM sends. + +It is important to know that the LLM is NOT writing raw code that sent to the browser and evaluated. + +## Structure + +The `responseComponents` prop on the `AIConversation` component takes a named object where the keys are the component names and the value is the component definition. + +A response component has: + +* `description`: A description of the component. The more descriptive, the easier it is +* `component`: The React component to render. The props of the component should match the props +* `props`: The props for the React component in [JSONSchema format](https://json-schema.org/understanding-json-schema/reference). + + +```tsx + { + return ( +
{city}
+ ) + }, + props: { + city: { + type: "string", + required: true, + description: "The name of the city to display the weather for", + }, + }, + }, + }} + // highlight-end +/> +``` + +## Passing context back to the assistant + +When a user sends a message to the AI assistant from the client, you can optionally send `aiContext` with the message. `aiContext` is any information about the current state of the client application that might be useful for the AI assistant to know to help it respond better. `aiContext` could be things like the user's name, or the current state of the application like what page they are currently on. AI context is a plain object that will get stringified and sent to the AI assistant with the next user message. + +You can use the `aiContext` to let the AI assistant know what was rendered in the response component so it can have more context to respond with. + +It can be helpful to continue the conversation to add some context to the next message in the conversation to let the AI know what was displayed to the user. Because a UI component can have state and also data not included in a prop, + + +```tsx +// Create a context to share state across components +// highlight-start +const DataContext = React.createContext<{ + data: any; + setData: (value: React.SetStateAction) => void; +}>({ data: {}, setData: () => {} }); + +function WeatherCard({ city }: { city: string }) { + const { setData } = React.useContext(DataContext); + + React.useEffect(() => { + // fetch some weather data + // set the data context + setData({ + city, + // weather info + }) + },[city]) + + return ( +
{city}
+ ) +} +// highlight-start + + +function Chat() { + const { data } = React.useContext(DataContext); + const [ + { + data: { messages }, + isLoading, + }, + sendMessage, + ] = useAIConversation('chat'); + + return ( + { + return { + ...data, + }; + }} + // highlight-end + /> + ); +} + +export default function Example() { + const [data, setData] = React.useState({}); + return ( + + + + + + ) +} +``` + +## Fallback + +Because response components are defined at runtime in your React code, but conversation history is stored in a database, there can be times when there is a message in the conversation history that has a response component you no longer have. To handle these situations there is a `FallbackResponseComponent` prop you can use. + +```tsx + { + return <>{JSON.stringify(props)} + }} + // highlight-end +/> +``` diff --git a/src/pages/[platform]/ai/conversation/tools/index.mdx b/src/pages/[platform]/ai/conversation/tools/index.mdx new file mode 100644 index 00000000000..2a67d927288 --- /dev/null +++ b/src/pages/[platform]/ai/conversation/tools/index.mdx @@ -0,0 +1,264 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Tools", + description: + "Tools allow LLMs to take action or query information so it can respond with up to date information.", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + showBreadcrumbs: false, + }, + }; +} + + + +Tools allow LLMs to take action or query information so it can respond with up to date information. There are a few different ways to define LLM tools in the Amplify AI kit. + +1. Model tools +2. Query tools +3. Lambda tools + +The easiest way you can define tools for the LLM to use is with data models and custom queries in your data schema. When you define tools in your data schema, Amplify will take care of all of the heavy lifting required to properly implement such as: + +* **Describing the tools to the LLM:** because each tool is a custom query or data model that is defined in the schema, Amplify knows the input shape needed for that tool +* **Invoking the tool with the right parameters:** after the LLM responds it wants to call a tool, the code that initially called the LLM needs to then run that code. +* **Maintaining the caller identity and authorization:** we don't want users to have access to more data through the LLM than they normally would, so when the LLM wants to invoke a tool we will call it with the user's identity. For example, if the LLM wanted to invoke a query to list Todos, it would only return the todos of the user and not everyone's todos. + +## Model tools + +You can give the LLM access to your data models by referencing them in an `a.ai.dataTool()` with a reference to a model in your data schema. + +```ts +const schema = a.schema({ + Post: a.model({ + title: a.string(), + body: a.string(), + }) + .authorization(allow => allow.owner()), + + chat: a.conversation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'Hello, world!', + tools: [ + a.ai.dataTool({ + name: 'PostQuery', + description: 'Searches for Post records', + model: a.ref('Post'), + modelOperation: 'list', + }), + ], + }), +}) +``` + +This will let the LLM list and filter `Post` records. Because the data schema has all the information about the shape of a `Post` record, the data tool will provide that information to the LLM so you don't have to. Also, the Amplify AI kit handles authorizing the tool use requests based on the caller's identity. This means if you have an owner-based model, the LLM will only be able to query the user's records. + +*The only supported model operation currently is 'list'* + +## Query tools + +You can also give the LLM access to custom queries. You can define a custom query with a [Function](/[platform]/build-a-backend/functions/set-up-function/) handler and then reference that custom query as a tool. + +```ts title="amplify/data/resource.ts" +// highlight-start +import { type ClientSchema, a, defineData, defineFunction } from "@aws-amplify/backend"; +// highlight-end + +// highlight-start +export const getWeather = defineFunction({ + name: 'getWeather', + entry: 'getWeather.ts' +}); +// highlight-end + +const schema = a.schema({ + // highlight-start + getWeather: a.query() + .arguments({ city: a.string() }) + .returns(a.customType({ + value: a.integer(), + unit: a.string() + })) + .handler(a.handler.function(getWeather)) + .authorization((allow) => allow.authenticated()), + // highlight-end + + chat: a.conversation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'You are a helpful assistant', + // highlight-start + tools: [ + a.ai.dataTool({ + name: 'getWeather', + description: 'Gets the weather for a given city', + query: a.ref('getWeather'), + }), + ] + // highlight-end + }), +}); +``` + +Because the definition of the query itself has the shape of the inputs and outputs (arguments and returns), the Amplify data tool can automatically tell the LLM exactly how to call the custom query. + + + +The description of the tool is very important to help the LLM know when to use that tool. The more descriptive you are about what the tool does, the better. + + + +Here is an example Lambda function handler for our `getWeather` query: + +```ts title="amplify/data/getWeather.ts" +import type { Schema } from "./resource"; + +export const handler: Schema["getWeather"]["functionHandler"] = async ( + event +) => { + // This returns a mock value, but you can connect to any API, database, or other service + return { + value: 42, + unit: 'C' + }; +} +``` + +Lastly, you will need to update your **`amplify/backend.ts`** file to include the newly defined `getWeather` function. + +```ts title="amplify/backend.ts" +// highlight-start +import { getWeather } from "./data/resource"; +// highlight-end + +const backend = defineBackend({ + auth, + data, + // highlight-start + getWeather + // highlight-end +}); +``` + + +## Connect to any AWS Service + +You can connect to any AWS service by defining a custom query and calling that service in the function handler. Then you will need to provide the Lambda with the proper permissions to call the AWS service. + +```ts title="amplify/backend.ts" +import { defineBackend } from "@aws-amplify/backend"; +import { auth } from "./auth/resource"; +import { data } from "./data/resource"; +import { storage } from "./storage/resource"; +import { getWeather } from "./functions/getWeather/resource"; +import { PolicyStatement } from "aws-cdk-lib/aws-iam"; + +const backend = defineBackend({ + auth, + data, + storage, + getWeather +}); + +backend.getWeather.resources.lambda.addToRolePolicy( + new PolicyStatement({ + resources: ["[resource arn]",], + actions: ["[action]"], + }), +) +``` + + + +## Custom Lambda Tools + +Conversation routes can also have completely custom tools defined in a Lambda handler. + +### Create a custom conversation handler function + +```ts title="amplify/data/resource.ts" +import { type ClientSchema, a, defineData } from '@aws-amplify/backend'; +import { defineConversationHandlerFunction } from '@aws-amplify/backend-ai/conversation'; + +const chatHandler = defineConversationHandlerFunction({ + entry: './chatHandler.ts', + name: 'customChatHandler', + models: [ + { modelId: a.ai.model("Claude 3 Haiku") } + ] +}); + +const schema = a.schema({ + chat: a.conversation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: "You are a helpful assistant", + handler: chatHandler, + }) +}) +``` + +### Implement the custom handler + +```ts title="amplify/data/chatHandler.ts" + +import { + ConversationTurnEvent, + ExecutableTool, + handleConversationTurnEvent, +} from '@aws-amplify/ai-constructs/conversation/runtime'; +import { ToolResultContentBlock } from '@aws-sdk/client-bedrock-runtime'; + +const thermometer: ExecutableTool = { + name: 'thermometer', + description: 'Returns current temperature in a city', + execute: (input): Promise => { + if (input.city === 'Seattle') { + return Promise.resolve({ + text: `75F`, + }); + } + return Promise.resolve({ + text: 'unknown' + }) + }, + inputSchema: { + json: { + type: 'object', + 'properties': { + 'city': { + 'type': 'string', + 'description': 'The city name' + } + }, + required: ['city'] + } + } +}; + +/** + * Handler with simple tool. + */ +export const handler = async (event: ConversationTurnEvent) => { + await handleConversationTurnEvent(event, { + tools: [thermometer], + }); +}; +``` + From d57e3ee88d488a2169507040afcdb5e1cb18f8db Mon Sep 17 00:00:00 2001 From: Danny Banks Date: Tue, 19 Nov 2024 07:32:19 -0800 Subject: [PATCH 14/20] Adding AI navigation (#8102) --- src/directory/directory.mjs | 54 +++++ src/pages/[platform]/ai/generation/index.mdx | 227 +++++++++++++++++++ src/pages/[platform]/ai/index.mdx | 32 +++ 3 files changed, 313 insertions(+) create mode 100644 src/pages/[platform]/ai/generation/index.mdx create mode 100644 src/pages/[platform]/ai/index.mdx diff --git a/src/directory/directory.mjs b/src/directory/directory.mjs index 49eeecaa5fe..d6337968899 100644 --- a/src/directory/directory.mjs +++ b/src/directory/directory.mjs @@ -721,6 +721,60 @@ export const directory = { } ] }, + { + path: 'src/pages/[platform]/ai/index.mdx', + children: [ + { + path: 'src/pages/[platform]/ai/set-up-ai/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/concepts/index.mdx', + children: [ + { + path: 'src/pages/[platform]/ai/concepts/architecture/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/concepts/models/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/concepts/prompting/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/concepts/inference-configuration/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/concepts/streaming/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/concepts/tools/index.mdx' + } + ] + }, + { + path: 'src/pages/[platform]/ai/conversation/index.mdx', + children: [ + { + path: 'src/pages/[platform]/ai/conversation/history/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/conversation/tools/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/conversation/context/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/conversation/response-components/index.mdx' + }, + { + path: 'src/pages/[platform]/ai/conversation/knowledge-base/index.mdx' + } + ] + }, + { + path: 'src/pages/[platform]/ai/generation/index.mdx' + } + ] + }, { path: 'src/pages/[platform]/build-ui/index.mdx', children: [ diff --git a/src/pages/[platform]/ai/generation/index.mdx b/src/pages/[platform]/ai/generation/index.mdx new file mode 100644 index 00000000000..cbbc22fc943 --- /dev/null +++ b/src/pages/[platform]/ai/generation/index.mdx @@ -0,0 +1,227 @@ +import { getCustomStaticPath } from "@/utils/getCustomStaticPath"; + +export const meta = { + title: "Generation", + description: + "Learn how to use AI to generate data for your application.", + platforms: [ + "javascript", + "react-native", + "angular", + "nextjs", + "react", + "vue", + ], +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + return { + props: { + platform: context.params.platform, + meta, + }, + }; +} + + + + +AI generation routes are a request-response API used to generate structured output from AI models. Examples of generation routes include: +- generated structured data from unstructured input +- summarization + +Under the hood, a generation route is an AWS AppSync query that ensures the AI model responds with the response type defined for the route. + +## Generate Typed Objects + +```ts title="Schema Definition" +const schema = a.schema({ + generateRecipe: a.generation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'You are a helpful assistant that generates recipes.', + }) + .arguments({ description: a.string() }) + .returns( + a.customType({ + name: a.string(), + ingredients: a.string().array(), + instructions: a.string(), + }) + ) + .authorization((allow) => allow.authenticated()) +}); +``` + + + +```ts title="Data Client Request" +const description = 'I would like to bake a birthday cake for my friend. She has celiac disease and loves chocolate.' +const { data, errors } = await client.generations + .generateRecipe({ description }) + +/** +Example response: +{ + "name": "Gluten-Free Chocolate Birthday Cake", + "ingredients": [ + "gluten-free all-purpose flour", + "cocoa powder", + "granulated sugar", + "baking powder", + "baking soda", + "salt", + "eggs", + "milk", + "vegetable oil", + "vanilla extract" + ], + "instructions": "1. Preheat oven to 350°F. Grease and flour two 9-inch round baking pans.\n2. In a medium bowl, whisk together the gluten-free flour, cocoa powder, sugar, baking powder, baking soda and salt.\n3. In a separate bowl, beat the eggs. Then add the milk, oil and vanilla and mix well.\n4. Gradually add the wet ingredients to the dry ingredients and mix until just combined. Do not over mix.\n5. Divide the batter evenly between the prepared pans.\n6. Bake for 30-35 minutes, until a toothpick inserted in the center comes out clean.\n7. Allow cakes to cool in pans for 10 minutes, then transfer to a wire rack to cool completely.\n8. Frost with your favorite gluten-free chocolate frosting." +} +*/ +``` + + + + + +```tsx +import { generateClient } from "aws-amplify/api"; +import { createAIHooks } from "@aws-amplify/ui-react-ai"; +import { Schema } from "../amplify/data/resource"; + +const client = generateClient({ authMode: "userPool" }); +const { useAIGeneration } = createAIHooks(client); + +export default function Example() { + // data is React state and will be populated when the generation is returned + const [{ data, isLoading }, generateRecipe] = + useAIGeneration("generateRecipe"); + + const generateSummary = async () => { + generateRecipe({ + description: 'I would like to bake a birthday cake for my friend. She has celiac disease and loves chocolate.', + }); + }; +} +``` + + + + +## Generate Scalar Types + +```ts title="Schema Definition" +const schema = ({ + summarize: a.generation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'Provide an accurate, clear, and concise summary of the input provided' + }) + .arguments({ input: a.string() }) + .returns(a.string()) + .authorization((allow) => allow.guest()), +}); +``` + +```ts title="Data Client Request" +const { data: summary, errors } = await client.generations + .summarize({ input }) +``` + +## Setting Inference Parameters + +You can influence response generation by setting inference parameters for the AI model. +This ability to control the randomness and diversity of responses is useful for generating responses that are tailored to your needs. + +[More information about inference parameters](/[platform]/ai/concepts/inference-configuration). + +```ts title="Inference Parameters" +const schema = a.schema({ + generateHaiku: a.generation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'You are a helpful assistant that generates haikus.', + // highlight-start + inferenceConfiguration: { + maxTokens: 1000, + temperature: 0.5, + topP: 0.9, + } + // highlight-end + }), +}); +``` + +## Limitations + +### 1. Generation routes do not support referencing models + +For example, the following schema defines a `Recipe` model, but this model cannot be used as the return type of a generation route. + +```ts title="Invalid Model Reference" +const schema = a.schema({ + Recipe: a.model({ + name: a.string(), + ingredients: a.string().array(), + instructions: a.string(), + }), + generateRecipe: a.generation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'You are a helpful assistant that generates recipes.', + }) + .arguments({ description: a.string() }) + .returns(a.ref('Recipe')) // ❌ Invalid + .authorization((allow) => allow.authenticated()), +}); +``` + +You can, however, reference custom types. Here's an example of a custom type that can be used as the return type of a generation route. + +```ts title="Valid Custom Type Reference" +const schema = a.schema({ + Recipe: a.customType({ + name: a.string(), + ingredients: a.string().array(), + instructions: a.string(), + }), + generateRecipe: a.generation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'You are a helpful assistant that generates recipes.', + }) + .arguments({ description: a.string() }) + .returns(a.ref('Recipe')) // ✅ Valid + .authorization((allow) => allow.authenticated()), +}); +``` + +### 2. Generation routes do not support some required types. + +The following AppSync scalar types are not supported as **required** fields in response types: +- `AWSEmail` +- `AWSDate` +- `AWSTime` +- `AWSDateTime` +- `AWSTimestamp` +- `AWSPhone` +- `AWSURL` +- `AWSIPAddress` + +```ts title="Unsupported Required Type" +const schema = a.schema({ + generateUser: a.generation({ + aiModel: a.ai.model('Claude 3 Haiku'), + systemPrompt: 'You are a helpful assistant that generates users.', + }) + .arguments({ description: a.string() }) + .returns( + a.customType({ + name: a.string(), + email: a.email().required(), // ❌ Required field with unsupported type + dateOfBirth: a.date().required(), // ❌ Required field with unsupported type + }) + ) + .authorization((allow) => allow.authenticated()), +}); + diff --git a/src/pages/[platform]/ai/index.mdx b/src/pages/[platform]/ai/index.mdx new file mode 100644 index 00000000000..edee3b692a2 --- /dev/null +++ b/src/pages/[platform]/ai/index.mdx @@ -0,0 +1,32 @@ +import { getChildPageNodes } from '@/utils/getChildPageNodes'; +import { getCustomStaticPath } from '@/utils/getCustomStaticPath'; + +export const meta = { + title: 'AI kit', + description: 'The quickest way for fullstack developers to build web apps with AI capabilities such as chat, conversational search, and summarization', + route: '/[platform]/ai', + platforms: [ + 'angular', + 'javascript', + 'nextjs', + 'react', + 'react-native', + 'vue' + ] +}; + +export const getStaticPaths = async () => { + return getCustomStaticPath(meta.platforms); +}; + +export function getStaticProps(context) { + const childPageNodes = getChildPageNodes(meta.route); + return { + props: { + meta, + childPageNodes + } + }; +} + + From 98fd4b341fd28016277652d4ee499d3344531462 Mon Sep 17 00:00:00 2001 From: Ali Spittel Date: Tue, 19 Nov 2024 10:12:40 -0700 Subject: [PATCH 15/20] edit AI docs with service names (#8101) --- next-env.d.ts | 2 +- .../ai/conversation/knowledge-base/index.mdx | 10 +- yarn.lock | 3666 ++++++++++------- 3 files changed, 2117 insertions(+), 1561 deletions(-) diff --git a/next-env.d.ts b/next-env.d.ts index 4f11a03dc6c..a4a7b3f5cfa 100644 --- a/next-env.d.ts +++ b/next-env.d.ts @@ -2,4 +2,4 @@ /// // NOTE: This file should not be edited -// see https://nextjs.org/docs/basic-features/typescript for more information. +// see https://nextjs.org/docs/pages/building-your-application/configuring/typescript for more information. diff --git a/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx b/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx index c083c73aeee..0ee336af625 100644 --- a/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx +++ b/src/pages/[platform]/ai/conversation/knowledge-base/index.mdx @@ -28,18 +28,18 @@ export function getStaticProps(context) { }; } -[Bedrock knowledge bases](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base.html) are a great way to implement Retrieval Augmented Generation, or RAG for short. RAG is a common pattern in building generative AI applications that involves storing a lot of content, like documentation, in a vector database like Postgres with pg_vector or OpenSearch. +[Amazon Bedrock knowledge bases](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base.html) are a great way to implement Retrieval Augmented Generation, or RAG for short. RAG is a common pattern in building generative AI applications that involves storing a lot of content, like documentation, in a vector database like Postgres with pg_vector or OpenSearch. -The default setup for a Bedrock knowledge base is OpenSearch Serverless which has a default cost whether or not you use it. You can get a large AWS bill if you are not careful. If you are just testing this out make sure to turn off the OpenSearch Serverless instance when you are done. +The default setup for an Amazon Bedrock knowledge base is OpenSearch Serverless which has a default cost whether or not you use it. You can get a large AWS bill if you are not careful. If you are just testing this out make sure to turn off the OpenSearch Serverless instance when you are done. ## Create a knowledge base -To integrate Bedrock knowledge base with your conversation route, first [create a Bedrock knowledge base](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-create.html) in the console, CLI, or with CDK. +To integrate Bedrock knowledge base with your conversation route, first [create an Amazon Bedrock knowledge base](https://docs.aws.amazon.com/bedrock/latest/userguide/knowledge-base-create.html) in the console, CLI, or with CDK. ## Create a custom query and tool @@ -77,9 +77,9 @@ const schema = a.schema({ }) ``` -## Write an AppSync resolver +## Write an AWS AppSync resolver -Then you'll need to create a JavaScript AppSync resolver to connect the query to the knowledge base. You'll need to know the ID of the knowledge base you want to use, which you can find in the Bedrock console or with the AWS CLI. +Then you'll need to create a JavaScript AWS AppSync resolver to connect the query to the knowledge base. You'll need to know the ID of the knowledge base you want to use, which you can find in the Amazon Bedrock console or with the AWS CLI. ```javascript title="amplify/data/resolvers/kbResolver.js" export function request(ctx) { diff --git a/yarn.lock b/yarn.lock index 36b4c00101c..afb354bb8ed 100644 --- a/yarn.lock +++ b/yarn.lock @@ -9,7 +9,7 @@ "@actions/core@^1.10.1": version "1.10.1" - resolved "https://registry.yarnpkg.com/@actions/core/-/core-1.10.1.tgz#61108e7ac40acae95ee36da074fa5850ca4ced8a" + resolved "https://registry.npmjs.org/@actions/core/-/core-1.10.1.tgz" integrity sha512-3lBR9EDAY+iYIpTnTIXmWcNbX3T2kCkAEQGIQx4NVQ0575nk2k3GRZDTPQG+vVtS2izSLmINlxXf0uLtnrTP+g== dependencies: "@actions/http-client" "^2.0.1" @@ -17,15 +17,15 @@ "@actions/http-client@^2.0.1": version "2.2.1" - resolved "https://registry.yarnpkg.com/@actions/http-client/-/http-client-2.2.1.tgz#ed3fe7a5a6d317ac1d39886b0bb999ded229bb38" + resolved "https://registry.npmjs.org/@actions/http-client/-/http-client-2.2.1.tgz" integrity sha512-KhC/cZsq7f8I4LfZSJKgCvEwfkE8o1538VoBeoGzokVLLnbFDEAdFD3UhoMklxo2un9NJVBdANOresx7vTHlHw== dependencies: tunnel "^0.0.6" undici "^5.25.4" -"@adobe/css-tools@4.3.2", "@adobe/css-tools@^4.3.2": +"@adobe/css-tools@^4.3.2": version "4.3.2" - resolved "https://registry.yarnpkg.com/@adobe/css-tools/-/css-tools-4.3.2.tgz#a6abc715fb6884851fca9dad37fc34739a04fd11" + resolved "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.3.2.tgz" integrity sha512-DA5a1C0gD/pLOvhv33YMrbf2FK3oUzwNl9oOJqE4XVjuEtt6XIakRcsd7eLiOSPkp1kTRQGICTA8cKra/vFbjw== "@algolia/autocomplete-core@1.9.3": @@ -101,6 +101,11 @@ "@algolia/requester-common" "4.22.1" "@algolia/transporter" "4.22.1" +"@algolia/client-common@5.14.2": + version "5.14.2" + resolved "https://registry.npmjs.org/@algolia/client-common/-/client-common-5.14.2.tgz" + integrity sha512-BW1Qzhh9tMKEsWSQQsiOEcHAd6g7zxq9RpPVmyxbDO/O4eA4vyN+Qz5Jzo686kuYdIQKqIPCEtob/JM89tk57g== + "@algolia/client-personalization@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/client-personalization/-/client-personalization-4.22.1.tgz" @@ -110,6 +115,16 @@ "@algolia/requester-common" "4.22.1" "@algolia/transporter" "4.22.1" +"@algolia/client-search@>= 4.9.1 < 6": + version "5.14.2" + resolved "https://registry.npmjs.org/@algolia/client-search/-/client-search-5.14.2.tgz" + integrity sha512-0imdBZDjqxrshw0+eyJUgnkRAbS2W93UQ3BVj8VjN4xQylIMf0fWs72W7MZFdHlH78JJYydevgzqvGMcV0Z1CA== + dependencies: + "@algolia/client-common" "5.14.2" + "@algolia/requester-browser-xhr" "5.14.2" + "@algolia/requester-fetch" "5.14.2" + "@algolia/requester-node-http" "5.14.2" + "@algolia/client-search@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/client-search/-/client-search-4.22.1.tgz" @@ -138,11 +153,25 @@ dependencies: "@algolia/requester-common" "4.22.1" +"@algolia/requester-browser-xhr@5.14.2": + version "5.14.2" + resolved "https://registry.npmjs.org/@algolia/requester-browser-xhr/-/requester-browser-xhr-5.14.2.tgz" + integrity sha512-irUvkK+TGBhyivtNCIIbVgNUgbUoHOSk8m/kFX4ddto/PUPmLFRRNNnMHtJ1+OzrJ/uD3Am4FUK2Yt+xgQr05w== + dependencies: + "@algolia/client-common" "5.14.2" + "@algolia/requester-common@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/requester-common/-/requester-common-4.22.1.tgz" integrity sha512-dgvhSAtg2MJnR+BxrIFqlLtkLlVVhas9HgYKMk2Uxiy5m6/8HZBL40JVAMb2LovoPFs9I/EWIoFVjOrFwzn5Qg== +"@algolia/requester-fetch@5.14.2": + version "5.14.2" + resolved "https://registry.npmjs.org/@algolia/requester-fetch/-/requester-fetch-5.14.2.tgz" + integrity sha512-UNBg5mM4MIYdxPuVjyDL22BC6P87g7WuM91Z1Ky0J19aEGvCSF+oR+9autthROFXdRnAa1rACOjuqn95iBbKpw== + dependencies: + "@algolia/client-common" "5.14.2" + "@algolia/requester-node-http@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/requester-node-http/-/requester-node-http-4.22.1.tgz" @@ -150,6 +179,13 @@ dependencies: "@algolia/requester-common" "4.22.1" +"@algolia/requester-node-http@5.14.2": + version "5.14.2" + resolved "https://registry.npmjs.org/@algolia/requester-node-http/-/requester-node-http-5.14.2.tgz" + integrity sha512-CTFA03YiLcnpP+JoLRqjHt5pqDHuKWJpLsIBY/60Gmw8pjALZ3TwvbAquRX4Vy+yrin178NxMuU+ilZ54f2IrQ== + dependencies: + "@algolia/client-common" "5.14.2" + "@algolia/transporter@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/transporter/-/transporter-4.22.1.tgz" @@ -169,7 +205,7 @@ "@aws-amplify/amplify-cli-core@^4.3.9": version "4.3.9" - resolved "https://registry.yarnpkg.com/@aws-amplify/amplify-cli-core/-/amplify-cli-core-4.3.9.tgz#48feec280b22695dce144407beb7372713b1bb1a" + resolved "https://registry.npmjs.org/@aws-amplify/amplify-cli-core/-/amplify-cli-core-4.3.9.tgz" integrity sha512-J0YNhrajaziU38Amb+bh18VYk6gqNiV65QccwanQ99tRDen1iZ8IPJqR/k1FgnkgEbiocZKFSV0T/MeIoi0Ntg== dependencies: "@aws-amplify/amplify-cli-logger" "1.3.8" @@ -231,58 +267,58 @@ chalk "^4.1.1" enquirer "^2.3.6" -"@aws-amplify/analytics@7.0.16": - version "7.0.16" - resolved "https://registry.npmjs.org/@aws-amplify/analytics/-/analytics-7.0.16.tgz" - integrity sha512-K/1h/IxUBcDVjB48XTAu+rYSoQkgtYkcHwALu8hKW111Uw/mzApxiXlF/vvN71EnD1SeFmTPHoSmmjjVfFS4lA== +"@aws-amplify/analytics@7.0.58": + version "7.0.58" + resolved "https://registry.npmjs.org/@aws-amplify/analytics/-/analytics-7.0.58.tgz" + integrity sha512-ptEVSJQa1GOXlBpSt5CFsAiOk/YaQMUg6ao15gnSwiblFPQO2D+YAFF4+qLteu7vOPJ14SRORJ1+DNvAad5v3w== dependencies: - "@aws-sdk/client-firehose" "3.398.0" - 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resolved "https://registry.yarnpkg.com/find-file-up/-/find-file-up-0.1.3.tgz#cf68091bcf9f300a40da411b37da5cce5a2fbea0" + resolved "https://registry.npmjs.org/find-file-up/-/find-file-up-0.1.3.tgz" integrity sha512-mBxmNbVyjg1LQIIpgO8hN+ybWBgDQK8qjht+EbrTCGmmPV/sc7RF1i9stPTD6bpvXZywBdrwRYxhSdJv867L6A== dependencies: fs-exists-sync "^0.1.0" @@ -5807,14 +6086,14 @@ find-file-up@^0.1.2: find-pkg@^0.1.2: version "0.1.2" - resolved "https://registry.yarnpkg.com/find-pkg/-/find-pkg-0.1.2.tgz#1bdc22c06e36365532e2a248046854b9788da557" + resolved "https://registry.npmjs.org/find-pkg/-/find-pkg-0.1.2.tgz" integrity sha512-0rnQWcFwZr7eO0513HahrWafsc3CTFioEB7DRiEYCUM/70QXSY8f3mCST17HXLcPvEhzH/Ty/Bxd72ZZsr/yvw== dependencies: find-file-up "^0.1.2" find-process@^1.4.7: version "1.4.7" - resolved "https://registry.yarnpkg.com/find-process/-/find-process-1.4.7.tgz#8c76962259216c381ef1099371465b5b439ea121" + resolved "https://registry.npmjs.org/find-process/-/find-process-1.4.7.tgz" integrity sha512-/U4CYp1214Xrp3u3Fqr9yNynUrr5Le4y0SsJh2lMDDSbpwYSz3M2SMWQC+wqcx79cN8PQtHQIL8KnuY9M66fdg== dependencies: chalk "^4.0.0" @@ -5823,10 +6102,18 @@ find-process@^1.4.7: find-up-simple@^1.0.0: version "1.0.0" - 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resolved "https://registry.yarnpkg.com/is-fullwidth-code-point/-/is-fullwidth-code-point-5.0.0.tgz#9609efced7c2f97da7b60145ef481c787c7ba704" + resolved "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-5.0.0.tgz" integrity sha512-OVa3u9kkBbw7b8Xw5F9P+D/T9X+Z4+JruYVNapTjPYZYUznQ5YfWeFkOj606XYYW8yugTfC8Pj0hYqvi4ryAhA== dependencies: get-east-asian-width "^1.0.0" @@ -6908,7 +7259,7 @@ is-weakset@^2.0.1: is-windows@^0.2.0: version "0.2.0" - resolved "https://registry.yarnpkg.com/is-windows/-/is-windows-0.2.0.tgz#de1aa6d63ea29dd248737b69f1ff8b8002d2108c" + resolved "https://registry.npmjs.org/is-windows/-/is-windows-0.2.0.tgz" integrity sha512-n67eJYmXbniZB7RF4I/FTjK1s6RPOCTxhYrVYLRaCt3lF0mpWZPKr3T2LSZAqyjQsxR2qMmGYXXzK0YWwcPM1Q== is-wsl@^2.2.0: @@ -6951,7 +7302,7 @@ istanbul-lib-instrument@^5.0.4: istanbul-lib-instrument@^6.0.0: version "6.0.2" - resolved "https://registry.yarnpkg.com/istanbul-lib-instrument/-/istanbul-lib-instrument-6.0.2.tgz#91655936cf7380e4e473383081e38478b69993b1" + resolved "https://registry.npmjs.org/istanbul-lib-instrument/-/istanbul-lib-instrument-6.0.2.tgz" integrity sha512-1WUsZ9R1lA0HtBSohTkm39WTPlNKSJ5iFk7UwqXkBLoHQT+hfqPsfsTDVuZdKGaBwn7din9bS7SsnoAr943hvw== dependencies: "@babel/core" "^7.23.9" @@ -6980,7 +7331,7 @@ istanbul-lib-source-maps@^4.0.0: istanbul-reports@^3.1.3: version "3.1.7" - resolved "https://registry.yarnpkg.com/istanbul-reports/-/istanbul-reports-3.1.7.tgz#daed12b9e1dca518e15c056e1e537e741280fa0b" + resolved "https://registry.npmjs.org/istanbul-reports/-/istanbul-reports-3.1.7.tgz" integrity sha512-BewmUXImeuRk2YY0PVbxgKAysvhRPUQE0h5QRM++nVWyubKGV0l8qQ5op8+B2DOmwSe63Jivj0BjkPQVf8fP5g== dependencies: html-escaper "^2.0.0" @@ -7018,7 +7369,7 @@ jake@^10.8.5: jest-changed-files@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-changed-files/-/jest-changed-files-29.7.0.tgz#1c06d07e77c78e1585d020424dedc10d6e17ac3a" + resolved "https://registry.npmjs.org/jest-changed-files/-/jest-changed-files-29.7.0.tgz" integrity sha512-fEArFiwf1BpQ+4bXSprcDc3/x4HSzL4al2tozwVpDFpsxALjLYdyiIK4e5Vz66GQJIbXJ82+35PtysofptNX2w== dependencies: execa "^5.0.0" @@ -7027,7 +7378,7 @@ jest-changed-files@^29.7.0: jest-circus@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-circus/-/jest-circus-29.7.0.tgz#b6817a45fcc835d8b16d5962d0c026473ee3668a" + resolved "https://registry.npmjs.org/jest-circus/-/jest-circus-29.7.0.tgz" integrity sha512-3E1nCMgipcTkCocFwM90XXQab9bS+GMsjdpmPrlelaxwD93Ad8iVEjX/vvHPdLPnFf+L40u+5+iutRdA1N9myw== dependencies: "@jest/environment" "^29.7.0" @@ -7053,7 +7404,7 @@ jest-circus@^29.7.0: jest-cli@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-cli/-/jest-cli-29.7.0.tgz#5592c940798e0cae677eec169264f2d839a37995" + resolved "https://registry.npmjs.org/jest-cli/-/jest-cli-29.7.0.tgz" integrity sha512-OVVobw2IubN/GSYsxETi+gOe7Ka59EFMR/twOU3Jb2GnKKeMGJB5SGUUrEz3SFVmJASUdZUzy83sLNNQ2gZslg== dependencies: "@jest/core" "^29.7.0" @@ -7070,7 +7421,7 @@ jest-cli@^29.7.0: jest-config@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-config/-/jest-config-29.7.0.tgz#bcbda8806dbcc01b1e316a46bb74085a84b0245f" + resolved "https://registry.npmjs.org/jest-config/-/jest-config-29.7.0.tgz" integrity sha512-uXbpfeQ7R6TZBqI3/TxCU4q4ttk3u0PJeC+E0zbfSoSjq6bJ7buBPxzQPL0ifrkY4DNu4JUdk0ImlBUYi840eQ== dependencies: "@babel/core" "^7.11.6" @@ -7098,7 +7449,7 @@ jest-config@^29.7.0: jest-dev-server@^10.0.0: version "10.0.0" - resolved "https://registry.yarnpkg.com/jest-dev-server/-/jest-dev-server-10.0.0.tgz#a2f3ccd0b9c9e8a493ab73908bc082bedc6b86eb" + resolved "https://registry.npmjs.org/jest-dev-server/-/jest-dev-server-10.0.0.tgz" integrity sha512-FtyBBDxrAIfTX3hyKSOwj5KU6Z7fFLew5pQYOFpwyf+qpPpULL8aYxtsFkbkAwcs+Mb7qhcNbVLeiWsLOd7CKw== dependencies: chalk "^4.1.2" @@ -7121,7 +7472,7 @@ jest-diff@^26.0.0: jest-diff@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-diff/-/jest-diff-29.7.0.tgz#017934a66ebb7ecf6f205e84699be10afd70458a" + resolved "https://registry.npmjs.org/jest-diff/-/jest-diff-29.7.0.tgz" integrity sha512-LMIgiIrhigmPrs03JHpxUh2yISK3vLFPkAodPeo0+BuF7wA2FoQbkEg1u8gBYBThncu7e1oEDUfIXVuTqLRUjw== dependencies: chalk "^4.0.0" @@ -7131,14 +7482,14 @@ jest-diff@^29.7.0: jest-docblock@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-docblock/-/jest-docblock-29.7.0.tgz#8fddb6adc3cdc955c93e2a87f61cfd350d5d119a" + resolved "https://registry.npmjs.org/jest-docblock/-/jest-docblock-29.7.0.tgz" integrity sha512-q617Auw3A612guyaFgsbFeYpNP5t2aoUNLwBUbc/0kD1R4t9ixDbyFTHd1nok4epoVFpr7PmeWHrhvuV3XaJ4g== dependencies: detect-newline "^3.0.0" jest-each@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-each/-/jest-each-29.7.0.tgz#162a9b3f2328bdd991beaabffbb74745e56577d1" + resolved "https://registry.npmjs.org/jest-each/-/jest-each-29.7.0.tgz" integrity sha512-gns+Er14+ZrEoC5fhOfYCY1LOHHr0TI+rQUHZS8Ttw2l7gl+80eHc/gFf2Ktkw0+SIACDTeWvpFcv3B04VembQ== dependencies: "@jest/types" "^29.6.3" @@ -7149,7 +7500,7 @@ jest-each@^29.7.0: jest-environment-jsdom@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-environment-jsdom/-/jest-environment-jsdom-29.7.0.tgz#d206fa3551933c3fd519e5dfdb58a0f5139a837f" + resolved "https://registry.npmjs.org/jest-environment-jsdom/-/jest-environment-jsdom-29.7.0.tgz" integrity sha512-k9iQbsf9OyOfdzWH8HDmrRT0gSIcX+FLNW7IQq94tFX0gynPwqDTW0Ho6iMVNjGz/nb+l/vW3dWM2bbLLpkbXA== dependencies: "@jest/environment" "^29.7.0" @@ -7163,7 +7514,7 @@ jest-environment-jsdom@^29.7.0: jest-environment-node@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-environment-node/-/jest-environment-node-29.7.0.tgz#0b93e111dda8ec120bc8300e6d1fb9576e164376" + resolved "https://registry.npmjs.org/jest-environment-node/-/jest-environment-node-29.7.0.tgz" integrity sha512-DOSwCRqXirTOyheM+4d5YZOrWcdu0LNZ87ewUoywbcb2XR4wKgqiG8vNeYwhjFMbEkfju7wx2GYH0P2gevGvFw== dependencies: "@jest/environment" "^29.7.0" @@ -7175,7 +7526,7 @@ jest-environment-node@^29.7.0: jest-environment-puppeteer@^10.0.1: version "10.0.1" - resolved "https://registry.yarnpkg.com/jest-environment-puppeteer/-/jest-environment-puppeteer-10.0.1.tgz#f69a62606b51beee2d6f21494218bea2ad6643a5" + resolved "https://registry.npmjs.org/jest-environment-puppeteer/-/jest-environment-puppeteer-10.0.1.tgz" integrity sha512-FxMzVRyqieQqSy5CPWiwdK5t9dkRHid5eoRTVa8RtYeXLlpW6lU0dAmxEfPkdnDVCiPUhC2APeKOXq0J72bgag== dependencies: chalk "^4.1.2" @@ -7191,12 +7542,12 @@ jest-get-type@^26.3.0: jest-get-type@^29.6.3: version "29.6.3" - resolved "https://registry.yarnpkg.com/jest-get-type/-/jest-get-type-29.6.3.tgz#36f499fdcea197c1045a127319c0481723908fd1" + resolved "https://registry.npmjs.org/jest-get-type/-/jest-get-type-29.6.3.tgz" integrity sha512-zrteXnqYxfQh7l5FHyL38jL39di8H8rHoecLH3JNxH3BwOrBsNeabdap5e0I23lD4HHI8W5VFBZqG4Eaq5LNcw== jest-haste-map@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-haste-map/-/jest-haste-map-29.7.0.tgz#3c2396524482f5a0506376e6c858c3bbcc17b104" + resolved "https://registry.npmjs.org/jest-haste-map/-/jest-haste-map-29.7.0.tgz" integrity sha512-fP8u2pyfqx0K1rGn1R9pyE0/KTn+G7PxktWidOBTqFPLYX0b9ksaMFkhK5vrS3DVun09pckLdlx90QthlW7AmA== dependencies: "@jest/types" "^29.6.3" @@ -7215,7 +7566,7 @@ jest-haste-map@^29.7.0: jest-leak-detector@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-leak-detector/-/jest-leak-detector-29.7.0.tgz#5b7ec0dadfdfec0ca383dc9aa016d36b5ea4c728" + resolved "https://registry.npmjs.org/jest-leak-detector/-/jest-leak-detector-29.7.0.tgz" integrity sha512-kYA8IJcSYtST2BY9I+SMC32nDpBT3J2NvWJx8+JCuCdl/CR1I4EKUJROiP8XtCcxqgTTBGJNdbB1A8XRKbTetw== dependencies: jest-get-type "^29.6.3" @@ -7223,7 +7574,7 @@ jest-leak-detector@^29.7.0: jest-matcher-utils@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-matcher-utils/-/jest-matcher-utils-29.7.0.tgz#ae8fec79ff249fd592ce80e3ee474e83a6c44f12" + resolved "https://registry.npmjs.org/jest-matcher-utils/-/jest-matcher-utils-29.7.0.tgz" integrity sha512-sBkD+Xi9DtcChsI3L3u0+N0opgPYnCRPtGcQYrgXmR+hmt/fYfWAL0xRXYU8eWOdfuLgBe0YCW3AFtnRLagq/g== dependencies: chalk "^4.0.0" @@ -7233,7 +7584,7 @@ jest-matcher-utils@^29.7.0: jest-message-util@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-message-util/-/jest-message-util-29.7.0.tgz#8bc392e204e95dfe7564abbe72a404e28e51f7f3" + resolved "https://registry.npmjs.org/jest-message-util/-/jest-message-util-29.7.0.tgz" integrity sha512-GBEV4GRADeP+qtB2+6u61stea8mGcOT4mCtrYISZwfu9/ISHFJ/5zOMXYbpBE9RsS5+Gb63DW4FgmnKJ79Kf6w== dependencies: "@babel/code-frame" "^7.12.13" @@ -7248,7 +7599,7 @@ jest-message-util@^29.7.0: jest-mock@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-mock/-/jest-mock-29.7.0.tgz#4e836cf60e99c6fcfabe9f99d017f3fdd50a6347" + resolved "https://registry.npmjs.org/jest-mock/-/jest-mock-29.7.0.tgz" integrity sha512-ITOMZn+UkYS4ZFh83xYAOzWStloNzJFO2s8DWrE4lhtGD+AorgnbkiKERe4wQVBydIGPx059g6riW5Btp6Llnw== dependencies: "@jest/types" "^29.6.3" @@ -7262,7 +7613,7 @@ jest-pnp-resolver@^1.2.2: jest-puppeteer@^10.0.1: version "10.0.1" - resolved "https://registry.yarnpkg.com/jest-puppeteer/-/jest-puppeteer-10.0.1.tgz#c9537ed42b98f6764dc91fa33819e0b20aaaf83b" + resolved "https://registry.npmjs.org/jest-puppeteer/-/jest-puppeteer-10.0.1.tgz" integrity sha512-FzC35XbqeuQEt1smXh1EOqhJaRkWqJkyWDMfGkcZ8C59QHXeJ7F/iOmiNqYi6l/OsycUuOPCk+IkjfGfS9YbrQ== dependencies: expect-puppeteer "^10.0.0" @@ -7270,20 +7621,20 @@ jest-puppeteer@^10.0.1: jest-regex-util@^29.6.3: version "29.6.3" - resolved "https://registry.yarnpkg.com/jest-regex-util/-/jest-regex-util-29.6.3.tgz#4a556d9c776af68e1c5f48194f4d0327d24e8a52" + resolved "https://registry.npmjs.org/jest-regex-util/-/jest-regex-util-29.6.3.tgz" integrity sha512-KJJBsRCyyLNWCNBOvZyRDnAIfUiRJ8v+hOBQYGn8gDyF3UegwiP4gwRR3/SDa42g1YbVycTidUF3rKjyLFDWbg== jest-resolve-dependencies@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-resolve-dependencies/-/jest-resolve-dependencies-29.7.0.tgz#1b04f2c095f37fc776ff40803dc92921b1e88428" + resolved "https://registry.npmjs.org/jest-resolve-dependencies/-/jest-resolve-dependencies-29.7.0.tgz" integrity sha512-un0zD/6qxJ+S0et7WxeI3H5XSe9lTBBR7bOHCHXkKR6luG5mwDDlIzVQ0V5cZCuoTgEdcdwzTghYkTWfubi+nA== dependencies: jest-regex-util "^29.6.3" jest-snapshot "^29.7.0" -jest-resolve@^29.7.0: +jest-resolve@*, jest-resolve@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-resolve/-/jest-resolve-29.7.0.tgz#64d6a8992dd26f635ab0c01e5eef4399c6bcbc30" + resolved "https://registry.npmjs.org/jest-resolve/-/jest-resolve-29.7.0.tgz" integrity sha512-IOVhZSrg+UvVAshDSDtHyFCCBUl/Q3AAJv8iZ6ZjnZ74xzvwuzLXid9IIIPgTnY62SJjfuupMKZsZQRsCvxEgA== dependencies: chalk "^4.0.0" @@ -7298,7 +7649,7 @@ jest-resolve@^29.7.0: jest-runner@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-runner/-/jest-runner-29.7.0.tgz#809af072d408a53dcfd2e849a4c976d3132f718e" + resolved "https://registry.npmjs.org/jest-runner/-/jest-runner-29.7.0.tgz" integrity sha512-fsc4N6cPCAahybGBfTRcq5wFR6fpLznMg47sY5aDpsoejOcVYFb07AHuSnR0liMcPTgBsA3ZJL6kFOjPdoNipQ== dependencies: "@jest/console" "^29.7.0" @@ -7325,7 +7676,7 @@ jest-runner@^29.7.0: jest-runtime@^29.7.0: version "29.7.0" - resolved "https://registry.yarnpkg.com/jest-runtime/-/jest-runtime-29.7.0.tgz#efecb3141cf7d3767a3a0cc8f7c9990587d3d817" + resolved "https://registry.npmjs.org/jest-runtime/-/jest-runtime-29.7.0.tgz" integrity sha512-gUnLjgwdGqW7B4LvOIkbKs9WGbn+QLqRQQ9juC6HndeDiezIwhDP+mhMwHWCEcfQ5RUXa6OPnFF8BJh5xegwwQ== dependencies: "@jest/environment" "^29.7.0" @@ -7353,7 +7704,7 @@ jest-runtime@^29.7.0: jest-snapshot@^29.7.0: version "29.7.0" - 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resolved "https://registry.yarnpkg.com/keyv/-/keyv-4.5.4.tgz#a879a99e29452f942439f2a405e3af8b31d4de93" + resolved "https://registry.npmjs.org/keyv/-/keyv-4.5.4.tgz" integrity sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw== dependencies: json-buffer "3.0.1" @@ -7630,7 +7990,7 @@ levn@^0.4.1: lilconfig@~3.1.1: version "3.1.2" - resolved "https://registry.yarnpkg.com/lilconfig/-/lilconfig-3.1.2.tgz#e4a7c3cb549e3a606c8dcc32e5ae1005e62c05cb" + resolved "https://registry.npmjs.org/lilconfig/-/lilconfig-3.1.2.tgz" integrity sha512-eop+wDAvpItUys0FWkHIKeC9ybYrTGbU41U5K7+bttZZeohvnY7M9dZ5kB21GNWiFT2q1OoPTvncPCgSOVO5ow== lines-and-columns@^1.1.6: @@ -7640,7 +8000,7 @@ lines-and-columns@^1.1.6: lint-staged@^15.2.7: version "15.2.7" - resolved "https://registry.yarnpkg.com/lint-staged/-/lint-staged-15.2.7.tgz#97867e29ed632820c0fb90be06cd9ed384025649" + resolved "https://registry.npmjs.org/lint-staged/-/lint-staged-15.2.7.tgz" integrity sha512-+FdVbbCZ+yoh7E/RosSdqKJyUM2OEjTciH0TFNkawKgvFp1zbGlEC39RADg+xKBG1R4mhoH2j85myBQZ5wR+lw== dependencies: chalk "~5.3.0" @@ -7656,7 +8016,7 @@ lint-staged@^15.2.7: listr2@~8.2.1: version "8.2.1" - resolved "https://registry.yarnpkg.com/listr2/-/listr2-8.2.1.tgz#06a1a6efe85f23c5324180d7c1ddbd96b5eefd6d" + resolved "https://registry.npmjs.org/listr2/-/listr2-8.2.1.tgz" integrity sha512-irTfvpib/rNiD637xeevjO2l3Z5loZmuaRi0L0YE5LfijwVY96oyVn0DFD3o/teAok7nfobMG1THvvcHh/BP6g== dependencies: cli-truncate "^4.0.0" @@ -7666,14 +8026,10 @@ listr2@~8.2.1: rfdc "^1.3.1" wrap-ansi "^9.0.0" -loader-utils@2.0.4: - version "2.0.4" - resolved "https://registry.yarnpkg.com/loader-utils/-/loader-utils-2.0.4.tgz#8b5cb38b5c34a9a018ee1fc0e6a066d1dfcc528c" - integrity sha512-xXqpXoINfFhgua9xiqD8fPFHgkoq1mmmpE92WlDbm9rNRd/EbRb+Gqf908T2DMfuHjjJlksiK2RbHVOdD/MqSw== - dependencies: - big.js "^5.2.2" - emojis-list "^3.0.0" - json5 "^2.1.2" +loader-runner@^4.2.0: + version "4.3.0" + resolved "https://registry.npmjs.org/loader-runner/-/loader-runner-4.3.0.tgz" + integrity sha512-3R/1M+yS3j5ou80Me59j7F9IMs4PXs3VqRrm0TU3AbKPxlmpoY1TNscJV/oGJXo8qCatFGTfDbY6W6ipGOYXfg== locate-path@^5.0.0: version "5.0.0" @@ -7691,7 +8047,7 @@ locate-path@^6.0.0: lodash.memoize@4.x: version "4.1.2" - resolved "https://registry.yarnpkg.com/lodash.memoize/-/lodash.memoize-4.1.2.tgz#bcc6c49a42a2840ed997f323eada5ecd182e0bfe" + resolved "https://registry.npmjs.org/lodash.memoize/-/lodash.memoize-4.1.2.tgz" integrity sha512-t7j+NzmgnQzTAYXcsHYLgimltOV1MXHtlOWf6GjL9Kj8GK5FInw5JotxvbOs+IvV1/Dzo04/fCGfLVs7aXb4Ag== lodash.merge@^4.6.2: @@ -7704,7 +8060,7 @@ lodash.truncate@^4.4.2: resolved "https://registry.npmjs.org/lodash.truncate/-/lodash.truncate-4.4.2.tgz" integrity sha512-jttmRe7bRse52OsWIMDLaXxWqRAmtIUccAQ3garviCqJjafXOfNMO0yMfNpdD6zbGaTU0P5Nz7e7gAT6cKmJRw== -lodash@4.17.21, lodash@^4.17.15, lodash@^4.17.19, lodash@^4.17.20, lodash@^4.17.21: +lodash@^4.17.15, lodash@^4.17.19, lodash@^4.17.20, lodash@^4.17.21, lodash@4.17.21: version "4.17.21" resolved "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz" integrity sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg== @@ -7718,7 +8074,7 @@ log-symbols@^3.0.0: log-update@^6.0.0: version "6.0.0" - 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resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-9.0.0.tgz#1a3dc8b70d85eeb8398ddfb1e4a02cd186e58b3e" + resolved "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-9.0.0.tgz" integrity sha512-G8ura3S+3Z2G+mkgNRq8dqaFZAuxfsxpBB8OCTGRTCtp+l/v9nbFNmCUP1BZMts3G1142MsZfn6eeUKrr4PD1Q== dependencies: ansi-styles "^6.2.1" @@ -11440,25 +11996,25 @@ wrappy@1: write-file-atomic@^4.0.2: version "4.0.2" - resolved "https://registry.yarnpkg.com/write-file-atomic/-/write-file-atomic-4.0.2.tgz#a9df01ae5b77858a027fd2e80768ee433555fcfd" + resolved "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-4.0.2.tgz" integrity sha512-7KxauUdBmSdWnmpaGFg+ppNjKF8uNLry8LyzjauQDOVONfFLNKrKvQOxZ/VuTIcS/gge/YNahf5RIIQWTSarlg== dependencies: imurmurhash "^0.1.4" signal-exit "^3.0.7" -ws@8.17.0, ws@^7.3.1, ws@^8.11.0, ws@^8.17.1: +ws@^7.3.1, ws@^8.11.0, ws@8.17.0: version "8.17.1" - resolved "https://registry.yarnpkg.com/ws/-/ws-8.17.1.tgz#9293da530bb548febc95371d90f9c878727d919b" + resolved "https://registry.npmjs.org/ws/-/ws-8.17.1.tgz" integrity sha512-6XQFvXTkbfUOZOKKILFG1PDK2NDQs4azKQl26T0YS5CxqWLgXajbPZ+h4gZekJyRqFU8pvnbAbbs/3TgRPy+GQ== xdg-basedir@^5.1.0: version "5.1.0" - resolved "https://registry.yarnpkg.com/xdg-basedir/-/xdg-basedir-5.1.0.tgz#1efba19425e73be1bc6f2a6ceb52a3d2c884c0c9" + resolved "https://registry.npmjs.org/xdg-basedir/-/xdg-basedir-5.1.0.tgz" integrity sha512-GCPAHLvrIH13+c0SuacwvRYj2SxJXQ4kaVTT5xgL3kPrz56XxkF21IGhjSE1+W0aw7gpBWRGXLCPnPby6lSpmQ== xml-name-validator@^4.0.0: version "4.0.0" - resolved "https://registry.yarnpkg.com/xml-name-validator/-/xml-name-validator-4.0.0.tgz#79a006e2e63149a8600f15430f0a4725d1524835" + resolved "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-4.0.0.tgz" integrity sha512-ICP2e+jsHvAj2E2lIHxa5tjXRlKDJo4IdvPvCXbXQGdzSfmSpNVyIKMvoZHjDY9DP0zV17iI85o90vRFXNccRw== xmlchars@^2.2.0: @@ -11466,7 +12022,7 @@ xmlchars@^2.2.0: resolved "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz" integrity sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw== -xstate@^4.33.6: +xstate@^4.33.6, xstate@^4.37.2: version "4.38.3" resolved "https://registry.npmjs.org/xstate/-/xstate-4.38.3.tgz" integrity sha512-SH7nAaaPQx57dx6qvfcIgqKRXIh4L0A1iYEqim4s1u7c9VoCgzZc+63FY90AKU4ZzOC2cfJzTnpO4zK7fCUzzw== @@ -11496,16 +12052,16 @@ yallist@^4.0.0: resolved "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz" integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A== +yaml@^2.2.2, yaml@^2.4.5, yaml@~2.4.2: + version "2.4.5" + resolved "https://registry.npmjs.org/yaml/-/yaml-2.4.5.tgz" + integrity sha512-aBx2bnqDzVOyNKfsysjA2ms5ZlnjSAW2eG3/L5G/CSujfjLJTJsEw1bGw8kCf04KodQWk1pxlGnZ56CRxiawmg== + yaml@1.10.2: version "1.10.2" resolved "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz" integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg== -yaml@^2.2.2, yaml@^2.4.5, yaml@~2.4.2: - 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yargs@^15.3.1: version "15.4.1" resolved "https://registry.npmjs.org/yargs/-/yargs-15.4.1.tgz" @@ -11549,6 +12092,19 @@ yargs@^15.3.1: y18n "^4.0.0" yargs-parser "^18.1.2" +yargs@^17.1.1, yargs@^17.3.1, yargs@17.7.2: + version "17.7.2" + resolved "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz" + integrity sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w== + dependencies: + cliui "^8.0.1" + escalade "^3.1.1" + get-caller-file "^2.0.5" + require-directory "^2.1.1" + string-width "^4.2.3" + y18n "^5.0.5" + yargs-parser "^21.1.1" + yauzl@^2.10.0: version "2.10.0" resolved "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz" @@ -11559,7 +12115,7 @@ yauzl@^2.10.0: yauzl@^3.1.3: version "3.1.3" - resolved "https://registry.yarnpkg.com/yauzl/-/yauzl-3.1.3.tgz#f61c17ad1a09403bc7adb01dfb302a9e74bf4a50" + resolved "https://registry.npmjs.org/yauzl/-/yauzl-3.1.3.tgz" integrity sha512-JCCdmlJJWv7L0q/KylOekyRaUrdEoUxWkWVcgorosTROCFWiS9p2NNPE9Yb91ak7b1N5SxAZEliWpspbZccivw== dependencies: buffer-crc32 "~0.2.3" @@ -11577,7 +12133,7 @@ yocto-queue@^0.1.0: zod@3.22.4: version "3.22.4" - resolved "https://registry.yarnpkg.com/zod/-/zod-3.22.4.tgz#f31c3a9386f61b1f228af56faa9255e845cf3fff" + resolved "https://registry.npmjs.org/zod/-/zod-3.22.4.tgz" integrity sha512-iC+8Io04lddc+mVqQ9AZ7OQ2MrUKGN+oIQyq1vemgt46jwCwLfhq7/pwnBnNXXXZb8VTVLKwp9EDkx+ryxIWmg== zwitch@^2.0.0: From 1d6aa5e5fbb451edb6557c986cf841e70709e3d3 Mon Sep 17 00:00:00 2001 From: Danny Banks Date: Tue, 19 Nov 2024 09:51:55 -0800 Subject: [PATCH 16/20] fix ai concepts page (#8104) --- src/pages/[platform]/ai/concepts/index.mdx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/pages/[platform]/ai/concepts/index.mdx b/src/pages/[platform]/ai/concepts/index.mdx index 1977d28d033..6e7808e321a 100644 --- a/src/pages/[platform]/ai/concepts/index.mdx +++ b/src/pages/[platform]/ai/concepts/index.mdx @@ -5,7 +5,7 @@ export const meta = { title: "Concepts", description: "Learn about what Amplify AI provisions and get an overview about generative AI concepts and terminology.", - route: '/[platform]/ai-kit/overview', + route: '/[platform]/ai/concepts', platforms: [ "javascript", "react-native", From 56d6971ff5e9c1eb5f766765f7a762418df01eee Mon Sep 17 00:00:00 2001 From: dindjarinjs <187552781+dindjarinjs@users.noreply.github.com> Date: Tue, 19 Nov 2024 12:39:49 -0700 Subject: [PATCH 17/20] chore: bump nextjs version (#8105) --- package.json | 2 +- yarn.lock | 1411 ++++++++++++++++---------------------------------- 2 files changed, 457 insertions(+), 956 deletions(-) diff --git a/package.json b/package.json index e59246539de..3a03e6f7ac2 100644 --- a/package.json +++ b/package.json @@ -14,7 +14,7 @@ "@docsearch/react": "3", "ajv": "^8.16.0", "aws-amplify": "^6.0.9", - "next": "^14.2.3", + "next": "^14.2.18", "next-image-export-optimizer": "^1.8.3", "next-transpile-modules": "^9.0.0", "parse-imports": "^1.1.0", diff --git a/yarn.lock b/yarn.lock index afb354bb8ed..1676cfcb87e 100644 --- a/yarn.lock +++ b/yarn.lock @@ -23,9 +23,9 @@ tunnel "^0.0.6" undici "^5.25.4" -"@adobe/css-tools@^4.3.2": +"@adobe/css-tools@4.3.2", "@adobe/css-tools@^4.3.2": version "4.3.2" - resolved "https://registry.npmjs.org/@adobe/css-tools/-/css-tools-4.3.2.tgz" + resolved "https://registry.yarnpkg.com/@adobe/css-tools/-/css-tools-4.3.2.tgz#a6abc715fb6884851fca9dad37fc34739a04fd11" integrity sha512-DA5a1C0gD/pLOvhv33YMrbf2FK3oUzwNl9oOJqE4XVjuEtt6XIakRcsd7eLiOSPkp1kTRQGICTA8cKra/vFbjw== "@algolia/autocomplete-core@1.9.3": @@ -101,11 +101,6 @@ "@algolia/requester-common" "4.22.1" "@algolia/transporter" "4.22.1" -"@algolia/client-common@5.14.2": - version "5.14.2" - resolved "https://registry.npmjs.org/@algolia/client-common/-/client-common-5.14.2.tgz" - integrity sha512-BW1Qzhh9tMKEsWSQQsiOEcHAd6g7zxq9RpPVmyxbDO/O4eA4vyN+Qz5Jzo686kuYdIQKqIPCEtob/JM89tk57g== - "@algolia/client-personalization@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/client-personalization/-/client-personalization-4.22.1.tgz" @@ -115,16 +110,6 @@ "@algolia/requester-common" "4.22.1" "@algolia/transporter" "4.22.1" -"@algolia/client-search@>= 4.9.1 < 6": - version "5.14.2" - resolved "https://registry.npmjs.org/@algolia/client-search/-/client-search-5.14.2.tgz" - integrity sha512-0imdBZDjqxrshw0+eyJUgnkRAbS2W93UQ3BVj8VjN4xQylIMf0fWs72W7MZFdHlH78JJYydevgzqvGMcV0Z1CA== - dependencies: - "@algolia/client-common" "5.14.2" - "@algolia/requester-browser-xhr" "5.14.2" - "@algolia/requester-fetch" "5.14.2" - "@algolia/requester-node-http" "5.14.2" - "@algolia/client-search@4.22.1": version "4.22.1" resolved "https://registry.npmjs.org/@algolia/client-search/-/client-search-4.22.1.tgz" @@ -153,25 +138,11 @@ dependencies: "@algolia/requester-common" "4.22.1" -"@algolia/requester-browser-xhr@5.14.2": - version "5.14.2" - resolved "https://registry.npmjs.org/@algolia/requester-browser-xhr/-/requester-browser-xhr-5.14.2.tgz" - 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-uuid@^9.0.1: +uuid@^9.0.0, uuid@^9.0.1: version "9.0.1" resolved "https://registry.npmjs.org/uuid/-/uuid-9.0.1.tgz" integrity sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA== @@ -11725,14 +11275,6 @@ walker@^1.0.8: dependencies: makeerror "1.0.12" -watchpack@^2.4.1: - version "2.4.2" - resolved "https://registry.npmjs.org/watchpack/-/watchpack-2.4.2.tgz" - integrity sha512-TnbFSbcOCcDgjZ4piURLCbJ3nJhznVh9kw6F6iokjiFPl8ONxe9A6nMDVXDiNbrSfLILs6vB07F7wLBrwPYzJw== - dependencies: - glob-to-regexp "^0.4.1" - graceful-fs "^4.1.2" - wcwidth@^1.0.1: version "1.0.1" resolved "https://registry.npmjs.org/wcwidth/-/wcwidth-1.0.1.tgz" @@ -11755,7 +11297,7 @@ webidl-conversions@^7.0.0: resolved "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-7.0.0.tgz" integrity sha512-VwddBukDzu71offAQR975unBIGqfKZpM+8ZX6ySk8nYhVoo5CYaZyzt3YBvYtRtO+aoGlqxPg/B87NGVZ/fu6g== -webpack-bundle-analyzer@^4.6.1, webpack-bundle-analyzer@4.7.0: +webpack-bundle-analyzer@4.7.0, webpack-bundle-analyzer@^4.6.1: version "4.7.0" resolved "https://registry.npmjs.org/webpack-bundle-analyzer/-/webpack-bundle-analyzer-4.7.0.tgz" integrity sha512-j9b8ynpJS4K+zfO5GGwsAcQX4ZHpWV+yRiHDiL+bE0XHJ8NiPYLTNVQdlFYWxtpg9lfAQNlwJg16J9AJtFSXRg== @@ -11770,40 +11312,6 @@ webpack-bundle-analyzer@^4.6.1, webpack-bundle-analyzer@4.7.0: sirv "^1.0.7" ws "^7.3.1" -webpack-sources@^3.2.3: - 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terser-webpack-plugin "^5.3.10" - watchpack "^2.4.1" - webpack-sources "^3.2.3" - whatwg-encoding@^2.0.0: version "2.0.0" resolved "https://registry.npmjs.org/whatwg-encoding/-/whatwg-encoding-2.0.0.tgz" @@ -11887,14 +11395,7 @@ which-typed-array@^1.1.13, which-typed-array@^1.1.14, which-typed-array@^1.1.9: gopd "^1.0.1" has-tostringtag "^1.0.1" -which@^1.2.12: - version "1.3.1" - resolved "https://registry.npmjs.org/which/-/which-1.3.1.tgz" - integrity sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ== - dependencies: - isexe "^2.0.0" - -which@^1.2.9: +which@^1.2.12, which@^1.2.9: version "1.3.1" resolved "https://registry.npmjs.org/which/-/which-1.3.1.tgz" integrity sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ== @@ -11927,7 +11428,7 @@ winston-transport@^4.4.0, winston-transport@^4.5.0: readable-stream "^3.6.0" triple-beam "^1.3.0" -winston@^3, winston@^3.3.3: +winston@^3.3.3: version "3.11.0" resolved "https://registry.npmjs.org/winston/-/winston-3.11.0.tgz" integrity sha512-L3yR6/MzZAOl0DsysUXHVjOwv8mKZ71TrA/41EIduGpOOV5LQVodqN+QdQ6BS6PJ/RdIshZhq84P/fStEZkk7g== @@ -12002,10 +11503,10 @@ write-file-atomic@^4.0.2: imurmurhash "^0.1.4" signal-exit "^3.0.7" -ws@^7.3.1, ws@^8.11.0, ws@8.17.0: - version "8.17.1" - resolved "https://registry.npmjs.org/ws/-/ws-8.17.1.tgz" - integrity sha512-6XQFvXTkbfUOZOKKILFG1PDK2NDQs4azKQl26T0YS5CxqWLgXajbPZ+h4gZekJyRqFU8pvnbAbbs/3TgRPy+GQ== +ws@8.17.0, ws@^7.3.1, ws@^8.11.0, ws@^8.17.1: + version "8.18.0" + resolved "https://registry.yarnpkg.com/ws/-/ws-8.18.0.tgz#0d7505a6eafe2b0e712d232b42279f53bc289bbc" + integrity sha512-8VbfWfHLbbwu3+N6OKsOMpBdT4kXPDDB9cJk2bJ6mh9ucxdlnNvH1e+roYkKmN9Nxw2yjz7VzeO9oOz2zJ04Pw== xdg-basedir@^5.1.0: version "5.1.0" @@ -12022,7 +11523,7 @@ xmlchars@^2.2.0: resolved "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz" integrity sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw== -xstate@^4.33.6, xstate@^4.37.2: +xstate@^4.33.6: version "4.38.3" resolved "https://registry.npmjs.org/xstate/-/xstate-4.38.3.tgz" integrity sha512-SH7nAaaPQx57dx6qvfcIgqKRXIh4L0A1iYEqim4s1u7c9VoCgzZc+63FY90AKU4ZzOC2cfJzTnpO4zK7fCUzzw== @@ -12052,16 +11553,16 @@ yallist@^4.0.0: resolved "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz" integrity sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A== -yaml@^2.2.2, yaml@^2.4.5, yaml@~2.4.2: - version "2.4.5" - resolved "https://registry.npmjs.org/yaml/-/yaml-2.4.5.tgz" - integrity sha512-aBx2bnqDzVOyNKfsysjA2ms5ZlnjSAW2eG3/L5G/CSujfjLJTJsEw1bGw8kCf04KodQWk1pxlGnZ56CRxiawmg== - yaml@1.10.2: version "1.10.2" resolved "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz" integrity sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg== +yaml@^2.2.2, yaml@^2.4.5, yaml@~2.4.2: + version "2.4.5" + resolved "https://registry.npmjs.org/yaml/-/yaml-2.4.5.tgz" + integrity sha512-aBx2bnqDzVOyNKfsysjA2ms5ZlnjSAW2eG3/L5G/CSujfjLJTJsEw1bGw8kCf04KodQWk1pxlGnZ56CRxiawmg== + yargs-parser@^18.1.2: version "18.1.3" resolved "https://registry.npmjs.org/yargs-parser/-/yargs-parser-18.1.3.tgz" @@ -12075,6 +11576,19 @@ yargs-parser@^21.0.1, yargs-parser@^21.1.1: resolved "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz" integrity sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw== +yargs@17.7.2, yargs@^17.1.1, yargs@^17.3.1: + version "17.7.2" + resolved "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz" + integrity sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w== + dependencies: + cliui "^8.0.1" + escalade "^3.1.1" + get-caller-file "^2.0.5" + require-directory "^2.1.1" + string-width "^4.2.3" + y18n "^5.0.5" + yargs-parser "^21.1.1" + yargs@^15.3.1: version "15.4.1" resolved "https://registry.npmjs.org/yargs/-/yargs-15.4.1.tgz" @@ -12092,19 +11606,6 @@ yargs@^15.3.1: y18n "^4.0.0" yargs-parser "^18.1.2" -yargs@^17.1.1, yargs@^17.3.1, yargs@17.7.2: - version "17.7.2" - resolved "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz" - integrity sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w== - dependencies: - cliui "^8.0.1" - escalade "^3.1.1" - get-caller-file "^2.0.5" - require-directory "^2.1.1" - string-width "^4.2.3" - y18n "^5.0.5" - yargs-parser "^21.1.1" - yauzl@^2.10.0: version "2.10.0" resolved "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz" From f4c9da3b47bab52a7922c3b6e9d96c20eaef02b7 Mon Sep 17 00:00:00 2001 From: Roshane Pascual Date: Tue, 19 Nov 2024 12:21:50 -0800 Subject: [PATCH 18/20] add info that retaining resources is not supported in sandbox (#8100) * add info that retaining resources is not supported in sandbox * update wording to be specific to sandbox delete ignoring removal policies --- .../add-aws-services/deletion-backup-resources/index.mdx | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/src/pages/[platform]/build-a-backend/add-aws-services/deletion-backup-resources/index.mdx b/src/pages/[platform]/build-a-backend/add-aws-services/deletion-backup-resources/index.mdx index d1c468ed93e..4bdc9097752 100644 --- a/src/pages/[platform]/build-a-backend/add-aws-services/deletion-backup-resources/index.mdx +++ b/src/pages/[platform]/build-a-backend/add-aws-services/deletion-backup-resources/index.mdx @@ -164,6 +164,12 @@ plan.addSelection("BackupPlanSelection", { For example, if you would like to retain a resource on stack deletion, you can use the `applyRemovalPolicy` property on the resource to add a retention policy. + + +`ampx sandbox delete` ignores any resource removal policy and always deletes all resources. + + + ```ts title="amplify/backend.ts" import { defineBackend } from "@aws-amplify/backend"; import { auth } from "./auth/resource"; From 248a3ee5a35189cc7677f24370302c2ca96640ec Mon Sep 17 00:00:00 2001 From: dindjarinjs <187552781+dindjarinjs@users.noreply.github.com> Date: Tue, 19 Nov 2024 15:10:48 -0700 Subject: [PATCH 19/20] chore: pin cross spawn to 7.0.6 (#8107) --- package.json | 1 + yarn.lock | 44 ++++++++------------------------------------ 2 files changed, 9 insertions(+), 36 deletions(-) diff --git a/package.json b/package.json index 3a03e6f7ac2..bb353d977c0 100644 --- a/package.json +++ b/package.json @@ -89,6 +89,7 @@ "minimatch": "3.1.2", "decode-uri-component": "0.2.1", "**/fast-xml-parser": "4.4.1", + "cross-spawn": "^7.0.5", "semver": "7.5.2", "tough-cookie": "4.1.3", "aws-cdk-lib": "2.80.0", diff --git a/yarn.lock b/yarn.lock index 1676cfcb87e..25fb27bfcfc 100644 --- a/yarn.lock +++ b/yarn.lock @@ -4574,21 +4574,10 @@ cross-env@^7.0.3: dependencies: cross-spawn "^7.0.1" -cross-spawn@^6.0.0: - version "6.0.5" - resolved "https://registry.npmjs.org/cross-spawn/-/cross-spawn-6.0.5.tgz" - integrity sha512-eTVLrBSt7fjbDygz805pMnstIs2VTBNkRm0qxZd+M7A5XDdxVRWO5MxGBXZhjY4cqLYLdtrGqRf8mBPmzwSpWQ== - dependencies: - nice-try "^1.0.4" - path-key "^2.0.1" - semver "^5.5.0" - shebang-command "^1.2.0" - which "^1.2.9" - -cross-spawn@^7.0.0, cross-spawn@^7.0.1, cross-spawn@^7.0.2, cross-spawn@^7.0.3: - version "7.0.3" - resolved "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz" - integrity sha512-iRDPJKUPVEND7dHPO8rkbOnPpyDygcDFtWjpeWNCgy8WP2rXcxXL8TskReQl6OrB2G7+UJrags1q15Fudc7G6w== +cross-spawn@^6.0.0, "cross-spawn@^6.0.6 || ^7.0.5", cross-spawn@^7.0.0, cross-spawn@^7.0.1, cross-spawn@^7.0.2, cross-spawn@^7.0.3: + version "7.0.6" + resolved "https://registry.yarnpkg.com/cross-spawn/-/cross-spawn-7.0.6.tgz#8a58fe78f00dcd70c370451759dfbfaf03e8ee9f" + integrity sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA== dependencies: path-key "^3.1.0" shebang-command "^2.0.0" @@ -8840,7 +8829,7 @@ next-transpile-modules@^9.0.0: enhanced-resolve "^5.10.0" escalade "^3.1.1" -next@14.2.18: +next@^14.2.18: version "14.2.18" resolved "https://registry.yarnpkg.com/next/-/next-14.2.18.tgz#1750bc0c3dda644d48be530d1b0e71ad92025cf8" integrity sha512-H9qbjDuGivUDEnK6wa+p2XKO+iMzgVgyr9Zp/4Iv29lKa+DYaxJGjOeEA+5VOvJh/M7HLiskehInSa0cWxVXUw== @@ -8863,11 +8852,6 @@ next@14.2.18: "@next/swc-win32-ia32-msvc" "14.2.18" "@next/swc-win32-x64-msvc" "14.2.18" -nice-try@^1.0.4: - version "1.0.5" - resolved "https://registry.npmjs.org/nice-try/-/nice-try-1.0.5.tgz" - integrity sha512-1nh45deeb5olNY7eX82BkPO7SSxR5SSYJiPTrTdFUVYwAl8CKMA5N9PjTYkHiRjisVcxcQ1HXdLhx2qxxJzLNQ== - node-abi@^3.3.0: version "3.54.0" resolved "https://registry.npmjs.org/node-abi/-/node-abi-3.54.0.tgz" @@ -9238,7 +9222,7 @@ path-is-absolute@^1.0.0: resolved "https://registry.npmjs.org/path-is-absolute/-/path-is-absolute-1.0.1.tgz" integrity sha512-AVbw3UJ2e9bq64vSaS9Am0fje1Pa8pbGqTTsmXfaIiMpnr5DlDhfJOuLj9Sf95ZPVDAUerDfEk88MPmPe7UCQg== -path-key@^2.0.0, path-key@^2.0.1: +path-key@^2.0.0: version "2.0.1" resolved "https://registry.npmjs.org/path-key/-/path-key-2.0.1.tgz" integrity sha512-fEHGKCSmUSDPv4uoj8AlD+joPlq3peND+HRYyxFz4KPw4z926S/b8rIuFs2FYJg3BwsxJf6A9/3eIdLaYC+9Dw== @@ -10011,7 +9995,7 @@ scheduler@^0.23.2: dependencies: loose-envify "^1.1.0" -semver@7.5.2, semver@7.6.0, semver@^5.5.0, semver@^6.3.0, semver@^6.3.1, semver@^7.3.5, semver@^7.5.1, semver@^7.5.3, semver@^7.5.4, semver@^7.6.2: +semver@7.5.2, semver@7.6.0, semver@^6.3.0, semver@^6.3.1, semver@^7.3.5, semver@^7.5.1, semver@^7.5.3, semver@^7.5.4, semver@^7.6.2: version "7.5.2" resolved "https://registry.yarnpkg.com/semver/-/semver-7.5.2.tgz#5b851e66d1be07c1cdaf37dfc856f543325a2beb" integrity sha512-SoftuTROv/cRjCze/scjGyiDtcUyxw1rgYQSZY7XTmtR5hX+dm76iDbTH8TkLPHCQmlbQVSSbNZCPM2hb0knnQ== @@ -10058,13 +10042,6 @@ sharp@0.32.6, sharp@^0.33.1: tar-fs "^3.0.4" tunnel-agent "^0.6.0" -shebang-command@^1.2.0: - version "1.2.0" - resolved "https://registry.npmjs.org/shebang-command/-/shebang-command-1.2.0.tgz" - integrity sha512-EV3L1+UQWGor21OmnvojK36mhg+TyIKDh3iFBKBohr5xeXIhNBcx8oWdgkTEEQ+BEFFYdLRuqMfd5L84N1V5Vg== - dependencies: - shebang-regex "^1.0.0" - shebang-command@^2.0.0: version "2.0.0" resolved "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz" @@ -10072,11 +10049,6 @@ shebang-command@^2.0.0: dependencies: shebang-regex "^3.0.0" -shebang-regex@^1.0.0: - version "1.0.0" - resolved "https://registry.npmjs.org/shebang-regex/-/shebang-regex-1.0.0.tgz" - integrity sha512-wpoSFAxys6b2a2wHZ1XpDSgD7N9iVjg29Ph9uV/uaP9Ex/KXlkTZTeddxDPSYQpgvzKLGJke2UU0AzoGCjNIvQ== - shebang-regex@^3.0.0: version "3.0.0" resolved "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz" @@ -11395,7 +11367,7 @@ which-typed-array@^1.1.13, which-typed-array@^1.1.14, which-typed-array@^1.1.9: gopd "^1.0.1" has-tostringtag "^1.0.1" -which@^1.2.12, which@^1.2.9: +which@^1.2.12: version "1.3.1" resolved "https://registry.npmjs.org/which/-/which-1.3.1.tgz" integrity sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ== From e6af6e0a04600d0f9a10659913c4e8cd5966f0bd Mon Sep 17 00:00:00 2001 From: Ian Saultz <52051793+atierian@users.noreply.github.com> Date: Tue, 19 Nov 2024 17:33:29 -0500 Subject: [PATCH 20/20] fix: update custom tool example (#8109) --- .../ai/conversation/tools/index.mdx | 56 ++++++++++--------- 1 file changed, 30 insertions(+), 26 deletions(-) diff --git a/src/pages/[platform]/ai/conversation/tools/index.mdx b/src/pages/[platform]/ai/conversation/tools/index.mdx index 2a67d927288..ac05e123b77 100644 --- a/src/pages/[platform]/ai/conversation/tools/index.mdx +++ b/src/pages/[platform]/ai/conversation/tools/index.mdx @@ -30,7 +30,7 @@ export function getStaticProps(context) { -Tools allow LLMs to take action or query information so it can respond with up to date information. There are a few different ways to define LLM tools in the Amplify AI kit. +Tools allow LLMs to take action or query information so it can respond with up to date information. There are a few different ways to define LLM tools in the Amplify AI kit. 1. Model tools 2. Query tools @@ -75,7 +75,7 @@ This will let the LLM list and filter `Post` records. Because the data schema ha ## Query tools -You can also give the LLM access to custom queries. You can define a custom query with a [Function](/[platform]/build-a-backend/functions/set-up-function/) handler and then reference that custom query as a tool. +You can also give the LLM access to custom queries. You can define a custom query with a [Function](/[platform]/build-a-backend/functions/set-up-function/) handler and then reference that custom query as a tool. ```ts title="amplify/data/resource.ts" // highlight-start @@ -117,7 +117,7 @@ const schema = a.schema({ }); ``` -Because the definition of the query itself has the shape of the inputs and outputs (arguments and returns), the Amplify data tool can automatically tell the LLM exactly how to call the custom query. +Because the definition of the query itself has the shape of the inputs and outputs (arguments and returns), the Amplify data tool can automatically tell the LLM exactly how to call the custom query. @@ -191,6 +191,12 @@ backend.getWeather.resources.lambda.addToRolePolicy( Conversation routes can also have completely custom tools defined in a Lambda handler. +### Install the backend-ai package + +```bash +npm install @aws-amplify/backend-ai +``` + ### Create a custom conversation handler function ```ts title="amplify/data/resource.ts" @@ -217,28 +223,16 @@ const schema = a.schema({ ### Implement the custom handler ```ts title="amplify/data/chatHandler.ts" - import { - ConversationTurnEvent, - ExecutableTool, - handleConversationTurnEvent, + ConversationTurnEvent, + handleConversationTurnEvent, } from '@aws-amplify/ai-constructs/conversation/runtime'; -import { ToolResultContentBlock } from '@aws-sdk/client-bedrock-runtime'; +import { createExecutableTool } from '@aws-amplify/backend-ai/conversation/runtime'; -const thermometer: ExecutableTool = { - name: 'thermometer', - description: 'Returns current temperature in a city', - execute: (input): Promise => { - if (input.city === 'Seattle') { - return Promise.resolve({ - text: `75F`, - }); - } - return Promise.resolve({ - text: 'unknown' - }) - }, - inputSchema: { +const thermometer = createExecutableTool( + 'thermometer', + 'Returns current temperature in a city', + { json: { type: 'object', 'properties': { @@ -249,12 +243,22 @@ const thermometer: ExecutableTool = { }, required: ['city'] } - } -}; + }, + (input) => { + if (input.city === 'Seattle') { + return Promise.resolve({ + text: '75F', + }); + } + return Promise.resolve({ + text: 'unknown' + }) + }, +); /** - * Handler with simple tool. - */ +* Handler with simple tool. +*/ export const handler = async (event: ConversationTurnEvent) => { await handleConversationTurnEvent(event, { tools: [thermometer],