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Web Services"},"license":"Apache-2.0","homepage":"https://github.com/aws-amplify/amplify-category-api#readme","keywords":[],"repository":{"url":"git+https://github.com/aws-amplify/amplify-category-api.git","type":"git","directory":"packages/amplify-graphql-conversation-transformer"},"description":"Amplify GraphQL @conversation transformer","maintainers":[{"name":"amzn-oss","email":"osa-3p@amazon.com"},{"name":"aws-amplify-ops","email":"aws-amplify@amazon.com"},{"name":"amplify-studio-uibuilder","email":"aws-amplify-uibuilder@amazon.com"},{"name":"amplify-codegen","email":"amplify-codegen+npm@amazon.com"},{"name":"amplify-data-dev-npm","email":"amplify-data-dev+npm@amazon.com"},{"name":"aws-amplify-data-runtime","email":"amplify-data-dev@amazon.com"}],"readme":"# GraphQL @conversation Transformer\n\nThe `@conversation` transformer is a powerful tool for quickly and easily creating AI-powered conversation routes within your AWS AppSync API. This transformer leverages the capabilities of large language models to enable dynamic, context-aware conversations in your GraphQL schema.\n\n## Table of Contents\n\n- [GraphQL @conversation Transformer](#graphql-conversation-transformer)\n  - [Table of Contents](#table-of-contents)\n  - [Directive Definition](#directive-definition)\n  - [Usage](#usage)\n  - [Configuration Options](#configuration-options)\n  - [Generated Resources](#generated-resources)\n  - [Examples](#examples)\n    - [Basic Usage](#basic-usage)\n    - [Advanced Usage with Tools and Inference Configuration](#advanced-usage-with-tools-and-inference-configuration)\n  - [Best Practices](#best-practices)\n  - [Troubleshooting](#troubleshooting)\n\n## Directive Definition\n\nThe `@conversation` directive is defined as follows:\n\n```graphql\ndirective @conversation(\n  aiModel: String!\n  systemPrompt: String!\n  functionName: String\n  tools: [ToolMap]\n  inferenceConfiguration: ConversationInferenceConfiguration\n) on FIELD_DEFINITION\n\ninput ToolMap {\n  name: String\n  description: String\n}\n\ninput ConversationInferenceConfiguration {\n  maxTokens: Int\n  temperature: Float\n  topP: Float\n}\n```\n\n## Usage\n\nTo use the `@conversation` directive, add it to a field in your GraphQL schema. This field should be of type `ConversationMessage` and should be part of the `Mutation` type.\n\n```graphql\ntype Mutation {\n  sendMessage(conversationId: ID!, content: String!): ConversationMessage\n    @conversation(aiModel: \"anthropic.claude-3-haiku-20240307-v1:0\", systemPrompt: \"You are a helpful AI assistant.\")\n}\n```\n\nTo find the necessary GraphQL types to use with the `@conversation` directive, see `src/graphql-types/conversation-schema-types.ts`.\n\n## Configuration Options\n\nThe `@conversation` directive accepts the following configuration options:\n\n- `aiModel` (required): Specifies the AI model to be used for generating responses.\n- `systemPrompt` (required): Defines the initial prompt that sets the context for the AI model.\n- `functionName` (optional): Specifies a custom Lambda function to handle the conversation logic.\n- `tools` (optional): An array of tool configurations that the AI can use during the conversation.\n- `inferenceConfiguration` (optional): Fine-tunes the AI model's behavior with parameters like `maxTokens`, `temperature`, and `topP`.\n\n## Generated Resources\n\nWhen you use the `@conversation` directive, the transformer generates several AWS resources to support the conversation functionality:\n\n1. DynamoDB Tables:\n\n   - A table for storing conversation sessions\n   - A table for storing individual messages\n\n2. AppSync Resolvers:\n\n   - A pipeline resolver for the conversation mutation\n   - A resolver for the assistant's response mutation\n   - A subscription resolver for real-time updates\n\n3. Lambda Function:\n\n   - A default conversation handler (if no custom `functionName` is provided)\n\n4. IAM Roles and Policies:\n\n   - Necessary permissions for AppSync to interact with DynamoDB and Lambda\n\n5. AppSync Data Sources:\n   - DynamoDB data sources for conversation and message tables\n   - Lambda data source for the conversation handler\n\n## Examples\n\n### Basic Usage\n\n```graphql\ntype Mutation {\n  chat(conversationId: ID!, message: String!): ConversationMessage\n    @conversation(\n      aiModel: \"anthropic.claude-3-haiku-20240307-v1:0\"\n      systemPrompt: \"You are a friendly AI assistant. Respond to user queries in a helpful and concise manner.\"\n    )\n}\n```\n\n### Advanced Usage with Tools and Inference Configuration\n\n```graphql\ntype Mutation {\n  customerSupport(conversationId: ID!, inquiry: String!): ConversationMessage\n    @conversation(\n      aiModel: \"anthropic.claude-3-haiku-20240307-v1:0\"\n      systemPrompt: \"You are a customer support AI. Help users with their product inquiries and issues.\"\n      tools: [\n        { name: \"getProductInfo\", description: \"Retrieves detailed information about a product\" }\n        { name: \"checkOrderStatus\", description: \"Checks the status of a customer's order\" }\n      ]\n      inferenceConfiguration: { maxTokens: 500, temperature: 0.7, topP: 0.9 }\n    )\n}\n```\n\n## Best Practices\n\n1. **Craft Clear System Prompts**: The system prompt sets the tone and context for the conversation route. Make it specific and aligned with your use case.\n\n2. **Use Appropriate AI Models**: Choose AI models that suit your application's needs in terms of capabilities and response time.\n\n3. **Implement Error Handling**: Always handle potential errors client-side code.\n\n4. **Monitor and Optimize**: Regularly review the performance and costs associated with your conversation route.\n\n## Troubleshooting\n\nIf you encounter issues while using the `@conversation` transformer, consider the following:\n\n1. **Check Your Schema**: Ensure your GraphQL schema is valid and the `@conversation` directive is used correctly.\n\n2. **Verify AWS Resources**: Check that all required AWS resources have been created successfully.\n\n3. **Review Logs**: Examine CloudWatch logs for any errors in your Lambda functions or AppSync resolvers.\n\n4. **Test Incrementally**: When adding complex features like custom tools, test each addition incrementally to isolate potential issues.\n","readmeFilename":"README.md"}