diff --git a/README.md b/README.md index 38bbda9e9..dad242a2a 100644 --- a/README.md +++ b/README.md @@ -75,6 +75,7 @@ Some cool features of AnythingLLM - [OpenAI](https://openai.com) - [OpenAI (Generic)](https://openai.com) - [Azure OpenAI](https://azure.microsoft.com/en-us/products/ai-services/openai-service) +- [AWS Bedrock](https://aws.amazon.com/bedrock/) - [Anthropic](https://www.anthropic.com/) - [Google Gemini Pro](https://ai.google.dev/) - [Hugging Face (chat models)](https://huggingface.co/) diff --git a/docker/.env.example b/docker/.env.example index 38b980880..56be87cb4 100644 --- a/docker/.env.example +++ b/docker/.env.example @@ -94,6 +94,13 @@ GID='1000' # COHERE_API_KEY= # COHERE_MODEL_PREF='command-r' +# LLM_PROVIDER='bedrock' +# AWS_BEDROCK_LLM_ACCESS_KEY_ID= +# AWS_BEDROCK_LLM_ACCESS_KEY= +# AWS_BEDROCK_LLM_REGION=us-west-2 +# AWS_BEDROCK_LLM_MODEL_PREFERENCE=meta.llama3-1-8b-instruct-v1:0 +# AWS_BEDROCK_LLM_MODEL_TOKEN_LIMIT=8191 + ########################################### ######## Embedding API SElECTION ########## ########################################### diff --git a/frontend/src/components/LLMSelection/AwsBedrockLLMOptions/index.jsx b/frontend/src/components/LLMSelection/AwsBedrockLLMOptions/index.jsx new file mode 100644 index 000000000..20686f2e1 --- /dev/null +++ b/frontend/src/components/LLMSelection/AwsBedrockLLMOptions/index.jsx @@ -0,0 +1,122 @@ +import { ArrowSquareOut, Info } from "@phosphor-icons/react"; +import { AWS_REGIONS } from "./regions"; + +export default function AwsBedrockLLMOptions({ settings }) { + return ( +
+ {!settings?.credentialsOnly && ( +
+
+ +

+ You should use a properly defined IAM user for inferencing. +
+ + Read more on how to use AWS Bedrock in AnythingLLM + + +

+
+
+ )} + +
+
+ + +
+
+ + +
+
+ + +
+
+ +
+ {!settings?.credentialsOnly && ( + <> +
+ + +
+
+ + e.target.blur()} + defaultValue={settings?.AwsBedrockLLMTokenLimit} + required={true} + autoComplete="off" + /> +
+ + )} +
+
+ ); +} diff --git a/frontend/src/components/LLMSelection/AwsBedrockLLMOptions/regions.js b/frontend/src/components/LLMSelection/AwsBedrockLLMOptions/regions.js new file mode 100644 index 000000000..b490a07ee --- /dev/null +++ b/frontend/src/components/LLMSelection/AwsBedrockLLMOptions/regions.js @@ -0,0 +1,204 @@ +export const AWS_REGIONS = [ + { + name: "N. Virginia", + full_name: "US East (N. Virginia)", + code: "us-east-1", + public: true, + zones: [ + "us-east-1a", + "us-east-1b", + "us-east-1c", + "us-east-1d", + "us-east-1e", + "us-east-1f", + ], + }, + { + name: "Ohio", + full_name: "US East (Ohio)", + code: "us-east-2", + public: true, + zones: ["us-east-2a", "us-east-2b", "us-east-2c"], + }, + { + name: "N. California", + full_name: "US West (N. California)", + code: "us-west-1", + public: true, + zone_limit: 2, + zones: ["us-west-1a", "us-west-1b", "us-west-1c"], + }, + { + name: "Oregon", + full_name: "US West (Oregon)", + code: "us-west-2", + public: true, + zones: ["us-west-2a", "us-west-2b", "us-west-2c", "us-west-2d"], + }, + { + name: "GovCloud West", + full_name: "AWS GovCloud (US)", + code: "us-gov-west-1", + public: false, + zones: ["us-gov-west-1a", "us-gov-west-1b", "us-gov-west-1c"], + }, + { + name: "GovCloud East", + full_name: "AWS GovCloud (US-East)", + code: "us-gov-east-1", + public: false, + zones: ["us-gov-east-1a", "us-gov-east-1b", "us-gov-east-1c"], + }, + { + name: "Canada", + full_name: "Canada (Central)", + code: "ca-central-1", + public: true, + zones: ["ca-central-1a", "ca-central-1b", "ca-central-1c", "ca-central-1d"], + }, + { + name: "Stockholm", + full_name: "EU (Stockholm)", + code: "eu-north-1", + public: true, + zones: ["eu-north-1a", "eu-north-1b", "eu-north-1c"], + }, + { + name: "Ireland", + full_name: "EU (Ireland)", + code: "eu-west-1", + public: true, + zones: ["eu-west-1a", "eu-west-1b", "eu-west-1c"], + }, + { + name: "London", + full_name: "EU (London)", + code: "eu-west-2", + public: true, + zones: ["eu-west-2a", "eu-west-2b", "eu-west-2c"], + }, + { + name: "Paris", + full_name: "EU (Paris)", + code: "eu-west-3", + public: true, + zones: ["eu-west-3a", "eu-west-3b", "eu-west-3c"], + }, + { + name: "Frankfurt", + full_name: "EU (Frankfurt)", + code: "eu-central-1", + public: true, + zones: ["eu-central-1a", "eu-central-1b", "eu-central-1c"], + }, + { + name: "Milan", + full_name: "EU (Milan)", + code: "eu-south-1", + public: true, + zones: ["eu-south-1a", "eu-south-1b", "eu-south-1c"], + }, + { + name: "Cape Town", + full_name: "Africa (Cape Town)", + code: "af-south-1", + public: true, + zones: ["af-south-1a", "af-south-1b", "af-south-1c"], + }, + { + name: "Tokyo", + full_name: "Asia Pacific (Tokyo)", + code: "ap-northeast-1", + public: true, + zone_limit: 3, + zones: [ + "ap-northeast-1a", + "ap-northeast-1b", + "ap-northeast-1c", + "ap-northeast-1d", + ], + }, + { + name: "Seoul", + full_name: "Asia Pacific (Seoul)", + code: "ap-northeast-2", + public: true, + zones: [ + "ap-northeast-2a", + "ap-northeast-2b", + "ap-northeast-2c", + "ap-northeast-2d", + ], + }, + { + name: "Osaka", + full_name: "Asia Pacific (Osaka-Local)", + code: "ap-northeast-3", + public: true, + zones: ["ap-northeast-3a", "ap-northeast-3b", "ap-northeast-3c"], + }, + { + name: "Singapore", + full_name: "Asia Pacific (Singapore)", + code: "ap-southeast-1", + public: true, + zones: ["ap-southeast-1a", "ap-southeast-1b", "ap-southeast-1c"], + }, + { + name: "Sydney", + full_name: "Asia Pacific (Sydney)", + code: "ap-southeast-2", + public: true, + zones: ["ap-southeast-2a", "ap-southeast-2b", "ap-southeast-2c"], + }, + { + name: "Jakarta", + full_name: "Asia Pacific (Jakarta)", + code: "ap-southeast-3", + public: true, + zones: ["ap-southeast-3a", "ap-southeast-3b", "ap-southeast-3c"], + }, + { + name: "Hong Kong", + full_name: "Asia Pacific (Hong Kong)", + code: "ap-east-1", + public: true, + zones: ["ap-east-1a", "ap-east-1b", "ap-east-1c"], + }, + { + name: "Mumbai", + full_name: "Asia Pacific (Mumbai)", + code: "ap-south-1", + public: true, + zones: ["ap-south-1a", "ap-south-1b", "ap-south-1c"], + }, + { + name: "São Paulo", + full_name: "South America (São Paulo)", + code: "sa-east-1", + public: true, + zone_limit: 2, + zones: ["sa-east-1a", "sa-east-1b", "sa-east-1c"], + }, + { + name: "Bahrain", + full_name: "Middle East (Bahrain)", + code: "me-south-1", + public: true, + zones: ["me-south-1a", "me-south-1b", "me-south-1c"], + }, + { + name: "Beijing", + full_name: "China (Beijing)", + code: "cn-north-1", + public: false, + zones: ["cn-north-1a", "cn-north-1b", "cn-north-1c"], + }, + { + name: "Ningxia", + full_name: "China (Ningxia)", + code: "cn-northwest-1", + public: false, + zones: ["cn-northwest-1a", "cn-northwest-1b", "cn-northwest-1c"], + }, +]; diff --git a/frontend/src/hooks/useGetProvidersModels.js b/frontend/src/hooks/useGetProvidersModels.js index 051c97ed7..e118f5e74 100644 --- a/frontend/src/hooks/useGetProvidersModels.js +++ b/frontend/src/hooks/useGetProvidersModels.js @@ -8,6 +8,7 @@ export const DISABLED_PROVIDERS = [ "native", "textgenwebui", "generic-openai", + "bedrock", ]; const PROVIDER_DEFAULT_MODELS = { openai: [], @@ -48,6 +49,7 @@ const PROVIDER_DEFAULT_MODELS = { ], textgenwebui: [], "generic-openai": [], + bedrock: [], }; // For togetherAi, which has a large model list - we subgroup the options diff --git a/frontend/src/media/llmprovider/bedrock.png b/frontend/src/media/llmprovider/bedrock.png new file mode 100644 index 000000000..58a74acb0 Binary files /dev/null and b/frontend/src/media/llmprovider/bedrock.png differ diff --git a/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx b/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx index 2baa0c6c8..148409d6b 100644 --- a/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx +++ b/frontend/src/pages/GeneralSettings/LLMPreference/index.jsx @@ -23,6 +23,8 @@ import KoboldCPPLogo from "@/media/llmprovider/koboldcpp.png"; import TextGenWebUILogo from "@/media/llmprovider/text-generation-webui.png"; import CohereLogo from "@/media/llmprovider/cohere.png"; import LiteLLMLogo from "@/media/llmprovider/litellm.png"; +import AWSBedrockLogo from "@/media/llmprovider/bedrock.png"; + import PreLoader from "@/components/Preloader"; import OpenAiOptions from "@/components/LLMSelection/OpenAiOptions"; import GenericOpenAiOptions from "@/components/LLMSelection/GenericOpenAiOptions"; @@ -43,6 +45,7 @@ import CohereAiOptions from "@/components/LLMSelection/CohereAiOptions"; import KoboldCPPOptions from "@/components/LLMSelection/KoboldCPPOptions"; import TextGenWebUIOptions from "@/components/LLMSelection/TextGenWebUIOptions"; import LiteLLMOptions from "@/components/LLMSelection/LiteLLMOptions"; +import AWSBedrockLLMOptions from "@/components/LLMSelection/AwsBedrockLLMOptions"; import LLMItem from "@/components/LLMSelection/LLMItem"; import { CaretUpDown, MagnifyingGlass, X } from "@phosphor-icons/react"; @@ -211,6 +214,19 @@ export const AVAILABLE_LLM_PROVIDERS = [ "GenericOpenAiKey", ], }, + { + name: "AWS Bedrock", + value: "bedrock", + logo: AWSBedrockLogo, + options: (settings) => , + description: "Run powerful foundation models privately with AWS Bedrock.", + requiredConfig: [ + "AwsBedrockLLMAccessKeyId", + "AwsBedrockLLMAccessKey", + "AwsBedrockLLMRegion", + "AwsBedrockLLMModel", + ], + }, { name: "Native", value: "native", diff --git a/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx b/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx index 1b3bf360b..372a65236 100644 --- a/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx +++ b/frontend/src/pages/OnboardingFlow/Steps/DataHandling/index.jsx @@ -18,6 +18,7 @@ import GroqLogo from "@/media/llmprovider/groq.png"; import KoboldCPPLogo from "@/media/llmprovider/koboldcpp.png"; import TextGenWebUILogo from "@/media/llmprovider/text-generation-webui.png"; import LiteLLMLogo from "@/media/llmprovider/litellm.png"; +import AWSBedrockLogo from "@/media/llmprovider/bedrock.png"; import CohereLogo from "@/media/llmprovider/cohere.png"; import ZillizLogo from "@/media/vectordbs/zilliz.png"; @@ -179,6 +180,13 @@ export const LLM_SELECTION_PRIVACY = { ], logo: LiteLLMLogo, }, + bedrock: { + name: "AWS Bedrock", + description: [ + "You model and chat contents are subject to the agreed EULA for AWS and the model provider on aws.amazon.com", + ], + logo: AWSBedrockLogo, + }, }; export const VECTOR_DB_PRIVACY = { diff --git a/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx b/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx index 5d2ec337f..aab026896 100644 --- a/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx +++ b/frontend/src/pages/OnboardingFlow/Steps/LLMPreference/index.jsx @@ -18,6 +18,7 @@ import GroqLogo from "@/media/llmprovider/groq.png"; import KoboldCPPLogo from "@/media/llmprovider/koboldcpp.png"; import TextGenWebUILogo from "@/media/llmprovider/text-generation-webui.png"; import LiteLLMLogo from "@/media/llmprovider/litellm.png"; +import AWSBedrockLogo from "@/media/llmprovider/bedrock.png"; import CohereLogo from "@/media/llmprovider/cohere.png"; import OpenAiOptions from "@/components/LLMSelection/OpenAiOptions"; @@ -39,6 +40,7 @@ import CohereAiOptions from "@/components/LLMSelection/CohereAiOptions"; import KoboldCPPOptions from "@/components/LLMSelection/KoboldCPPOptions"; import TextGenWebUIOptions from "@/components/LLMSelection/TextGenWebUIOptions"; import LiteLLMOptions from "@/components/LLMSelection/LiteLLMOptions"; +import AWSBedrockLLMOptions from "@/components/LLMSelection/AwsBedrockLLMOptions"; import LLMItem from "@/components/LLMSelection/LLMItem"; import System from "@/models/system"; @@ -182,6 +184,13 @@ const LLMS = [ description: "Connect to any OpenAi-compatible service via a custom configuration", }, + { + name: "AWS Bedrock", + value: "bedrock", + logo: AWSBedrockLogo, + options: (settings) => , + description: "Run powerful foundation models privately with AWS Bedrock.", + }, { name: "Native", value: "native", diff --git a/frontend/src/pages/WorkspaceSettings/AgentConfig/AgentLLMSelection/index.jsx b/frontend/src/pages/WorkspaceSettings/AgentConfig/AgentLLMSelection/index.jsx index 3e5ad64db..02c9a671c 100644 --- a/frontend/src/pages/WorkspaceSettings/AgentConfig/AgentLLMSelection/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/AgentConfig/AgentLLMSelection/index.jsx @@ -21,6 +21,7 @@ const ENABLED_PROVIDERS = [ "perplexity", "textgenwebui", "generic-openai", + "bedrock", // TODO: More agent support. // "cohere", // Has tool calling and will need to build explicit support // "huggingface" // Can be done but already has issues with no-chat templated. Needs to be tested. diff --git a/frontend/src/pages/WorkspaceSettings/ChatSettings/WorkspaceLLMSelection/index.jsx b/frontend/src/pages/WorkspaceSettings/ChatSettings/WorkspaceLLMSelection/index.jsx index 72f170474..c1841929c 100644 --- a/frontend/src/pages/WorkspaceSettings/ChatSettings/WorkspaceLLMSelection/index.jsx +++ b/frontend/src/pages/WorkspaceSettings/ChatSettings/WorkspaceLLMSelection/index.jsx @@ -10,7 +10,12 @@ import paths from "@/utils/paths"; // Some providers can only be associated with a single model. // In that case there is no selection to be made so we can just move on. -const NO_MODEL_SELECTION = ["default", "huggingface", "generic-openai"]; +const NO_MODEL_SELECTION = [ + "default", + "huggingface", + "generic-openai", + "bedrock", +]; const DISABLED_PROVIDERS = ["azure", "lmstudio", "native"]; const LLM_DEFAULT = { name: "System default", diff --git a/server/models/systemSettings.js b/server/models/systemSettings.js index cf5219d37..6f5b4238d 100644 --- a/server/models/systemSettings.js +++ b/server/models/systemSettings.js @@ -465,6 +465,12 @@ const SystemSettings = { GenericOpenAiKey: !!process.env.GENERIC_OPEN_AI_API_KEY, GenericOpenAiMaxTokens: process.env.GENERIC_OPEN_AI_MAX_TOKENS, + AwsBedrockLLMAccessKeyId: !!process.env.AWS_BEDROCK_LLM_ACCESS_KEY_ID, + AwsBedrockLLMAccessKey: !!process.env.AWS_BEDROCK_LLM_ACCESS_KEY, + AwsBedrockLLMRegion: process.env.AWS_BEDROCK_LLM_REGION, + AwsBedrockLLMModel: process.env.AWS_BEDROCK_LLM_MODEL_PREFERENCE, + AwsBedrockLLMTokenLimit: process.env.AWS_BEDROCK_LLM_MODEL_TOKEN_LIMIT, + // Cohere API Keys CohereApiKey: !!process.env.COHERE_API_KEY, CohereModelPref: process.env.COHERE_MODEL_PREF, diff --git a/server/package.json b/server/package.json index 0b9982402..8cd3d7aa1 100644 --- a/server/package.json +++ b/server/package.json @@ -28,6 +28,7 @@ "@ladjs/graceful": "^3.2.2", "@lancedb/lancedb": "0.5.2", "@langchain/anthropic": "0.1.16", + "@langchain/aws": "^0.0.5", "@langchain/community": "0.0.53", "@langchain/core": "0.1.61", "@langchain/openai": "0.0.28", @@ -102,4 +103,4 @@ "nodemon": "^2.0.22", "prettier": "^3.0.3" } -} \ No newline at end of file +} diff --git a/server/utils/AiProviders/bedrock/index.js b/server/utils/AiProviders/bedrock/index.js new file mode 100644 index 000000000..2ea439ae6 --- /dev/null +++ b/server/utils/AiProviders/bedrock/index.js @@ -0,0 +1,217 @@ +const { StringOutputParser } = require("@langchain/core/output_parsers"); +const { + writeResponseChunk, + clientAbortedHandler, +} = require("../../helpers/chat/responses"); +const { NativeEmbedder } = require("../../EmbeddingEngines/native"); + +// Docs: https://js.langchain.com/v0.2/docs/integrations/chat/bedrock_converse +class AWSBedrockLLM { + constructor(embedder = null, modelPreference = null) { + if (!process.env.AWS_BEDROCK_LLM_ACCESS_KEY_ID) + throw new Error("No AWS Bedrock LLM profile id was set."); + + if (!process.env.AWS_BEDROCK_LLM_ACCESS_KEY) + throw new Error("No AWS Bedrock LLM access key was set."); + + if (!process.env.AWS_BEDROCK_LLM_REGION) + throw new Error("No AWS Bedrock LLM region was set."); + + this.model = + modelPreference || process.env.AWS_BEDROCK_LLM_MODEL_PREFERENCE; + this.limits = { + history: this.promptWindowLimit() * 0.15, + system: this.promptWindowLimit() * 0.15, + user: this.promptWindowLimit() * 0.7, + }; + + this.embedder = embedder ?? new NativeEmbedder(); + this.defaultTemp = 0.7; + } + + #bedrockClient({ temperature = 0.7 }) { + const { ChatBedrockConverse } = require("@langchain/aws"); + return new ChatBedrockConverse({ + model: process.env.AWS_BEDROCK_LLM_MODEL_PREFERENCE, + region: process.env.AWS_BEDROCK_LLM_REGION, + credentials: { + accessKeyId: process.env.AWS_BEDROCK_LLM_ACCESS_KEY_ID, + secretAccessKey: process.env.AWS_BEDROCK_LLM_ACCESS_KEY, + }, + temperature, + }); + } + + // For streaming we use Langchain's wrapper to handle weird chunks + // or otherwise absorb headaches that can arise from Ollama models + #convertToLangchainPrototypes(chats = []) { + const { + HumanMessage, + SystemMessage, + AIMessage, + } = require("@langchain/core/messages"); + const langchainChats = []; + const roleToMessageMap = { + system: SystemMessage, + user: HumanMessage, + assistant: AIMessage, + }; + + for (const chat of chats) { + if (!roleToMessageMap.hasOwnProperty(chat.role)) continue; + const MessageClass = roleToMessageMap[chat.role]; + langchainChats.push(new MessageClass({ content: chat.content })); + } + + return langchainChats; + } + + #appendContext(contextTexts = []) { + if (!contextTexts || !contextTexts.length) return ""; + return ( + "\nContext:\n" + + contextTexts + .map((text, i) => { + return `[CONTEXT ${i}]:\n${text}\n[END CONTEXT ${i}]\n\n`; + }) + .join("") + ); + } + + streamingEnabled() { + return "streamGetChatCompletion" in this; + } + + // Ensure the user set a value for the token limit + // and if undefined - assume 4096 window. + promptWindowLimit() { + const limit = process.env.AWS_BEDROCK_LLM_MODEL_TOKEN_LIMIT || 8191; + if (!limit || isNaN(Number(limit))) + throw new Error("No valid token context limit was set."); + return Number(limit); + } + + async isValidChatCompletionModel(_ = "") { + return true; + } + + constructPrompt({ + systemPrompt = "", + contextTexts = [], + chatHistory = [], + userPrompt = "", + }) { + // AWS Mistral models do not support system prompts + if (this.model.startsWith("mistral")) + return [...chatHistory, { role: "user", content: userPrompt }]; + + const prompt = { + role: "system", + content: `${systemPrompt}${this.#appendContext(contextTexts)}`, + }; + return [prompt, ...chatHistory, { role: "user", content: userPrompt }]; + } + + async getChatCompletion(messages = null, { temperature = 0.7 }) { + const model = this.#bedrockClient({ temperature }); + const textResponse = await model + .pipe(new StringOutputParser()) + .invoke(this.#convertToLangchainPrototypes(messages)) + .catch((e) => { + throw new Error( + `AWSBedrock::getChatCompletion failed to communicate with Ollama. ${e.message}` + ); + }); + + if (!textResponse || !textResponse.length) + throw new Error(`AWSBedrock::getChatCompletion text response was empty.`); + + return textResponse; + } + + async streamGetChatCompletion(messages = null, { temperature = 0.7 }) { + const model = this.#bedrockClient({ temperature }); + const stream = await model + .pipe(new StringOutputParser()) + .stream(this.#convertToLangchainPrototypes(messages)); + return stream; + } + + handleStream(response, stream, responseProps) { + const { uuid = uuidv4(), sources = [] } = responseProps; + + return new Promise(async (resolve) => { + let fullText = ""; + + // Establish listener to early-abort a streaming response + // in case things go sideways or the user does not like the response. + // We preserve the generated text but continue as if chat was completed + // to preserve previously generated content. + const handleAbort = () => clientAbortedHandler(resolve, fullText); + response.on("close", handleAbort); + + try { + for await (const chunk of stream) { + if (chunk === undefined) + throw new Error( + "Stream returned undefined chunk. Aborting reply - check model provider logs." + ); + + const content = chunk.hasOwnProperty("content") + ? chunk.content + : chunk; + fullText += content; + writeResponseChunk(response, { + uuid, + sources: [], + type: "textResponseChunk", + textResponse: content, + close: false, + error: false, + }); + } + + writeResponseChunk(response, { + uuid, + sources, + type: "textResponseChunk", + textResponse: "", + close: true, + error: false, + }); + response.removeListener("close", handleAbort); + resolve(fullText); + } catch (error) { + writeResponseChunk(response, { + uuid, + sources: [], + type: "textResponseChunk", + textResponse: "", + close: true, + error: `AWSBedrock:streaming - could not stream chat. ${ + error?.cause ?? error.message + }`, + }); + response.removeListener("close", handleAbort); + } + }); + } + + // Simple wrapper for dynamic embedder & normalize interface for all LLM implementations + async embedTextInput(textInput) { + return await this.embedder.embedTextInput(textInput); + } + async embedChunks(textChunks = []) { + return await this.embedder.embedChunks(textChunks); + } + + async compressMessages(promptArgs = {}, rawHistory = []) { + const { messageArrayCompressor } = require("../../helpers/chat"); + const messageArray = this.constructPrompt(promptArgs); + return await messageArrayCompressor(this, messageArray, rawHistory); + } +} + +module.exports = { + AWSBedrockLLM, +}; diff --git a/server/utils/agents/aibitat/index.js b/server/utils/agents/aibitat/index.js index 0fe6eb510..0d3aab1ad 100644 --- a/server/utils/agents/aibitat/index.js +++ b/server/utils/agents/aibitat/index.js @@ -775,6 +775,8 @@ ${this.getHistory({ to: route.to }) return new Providers.PerplexityProvider({ model: config.model }); case "textgenwebui": return new Providers.TextWebGenUiProvider({}); + case "bedrock": + return new Providers.AWSBedrockProvider({}); default: throw new Error( diff --git a/server/utils/agents/aibitat/providers/ai-provider.js b/server/utils/agents/aibitat/providers/ai-provider.js index 483d43b36..472f72be2 100644 --- a/server/utils/agents/aibitat/providers/ai-provider.js +++ b/server/utils/agents/aibitat/providers/ai-provider.js @@ -12,6 +12,7 @@ const { ChatOpenAI } = require("@langchain/openai"); const { ChatAnthropic } = require("@langchain/anthropic"); +const { ChatBedrockConverse } = require("@langchain/aws"); const { ChatOllama } = require("@langchain/community/chat_models/ollama"); const { toValidNumber } = require("../../../http"); @@ -113,6 +114,16 @@ class Provider { ), ...config, }); + case "bedrock": + return new ChatBedrockConverse({ + model: process.env.AWS_BEDROCK_LLM_MODEL_PREFERENCE, + region: process.env.AWS_BEDROCK_LLM_REGION, + credentials: { + accessKeyId: process.env.AWS_BEDROCK_LLM_ACCESS_KEY_ID, + secretAccessKey: process.env.AWS_BEDROCK_LLM_ACCESS_KEY, + }, + ...config, + }); // OSS Model Runners // case "anythingllm_ollama": diff --git a/server/utils/agents/aibitat/providers/bedrock.js b/server/utils/agents/aibitat/providers/bedrock.js new file mode 100644 index 000000000..819dfc405 --- /dev/null +++ b/server/utils/agents/aibitat/providers/bedrock.js @@ -0,0 +1,136 @@ +const Provider = require("./ai-provider.js"); +const InheritMultiple = require("./helpers/classes.js"); +const UnTooled = require("./helpers/untooled.js"); +const { ChatBedrockConverse } = require("@langchain/aws"); +const { + HumanMessage, + SystemMessage, + AIMessage, +} = require("@langchain/core/messages"); + +/** + * The agent provider for the AWS Bedrock provider. + */ +class AWSBedrockProvider extends InheritMultiple([Provider, UnTooled]) { + model; + + constructor(_config = {}) { + super(); + const model = process.env.AWS_BEDROCK_LLM_MODEL_PREFERENCE ?? null; + const client = new ChatBedrockConverse({ + region: process.env.AWS_BEDROCK_LLM_REGION, + credentials: { + accessKeyId: process.env.AWS_BEDROCK_LLM_ACCESS_KEY_ID, + secretAccessKey: process.env.AWS_BEDROCK_LLM_ACCESS_KEY, + }, + model, + }); + + this._client = client; + this.model = model; + this.verbose = true; + } + + get client() { + return this._client; + } + + // For streaming we use Langchain's wrapper to handle weird chunks + // or otherwise absorb headaches that can arise from Ollama models + #convertToLangchainPrototypes(chats = []) { + const langchainChats = []; + const roleToMessageMap = { + system: SystemMessage, + user: HumanMessage, + assistant: AIMessage, + }; + + for (const chat of chats) { + if (!roleToMessageMap.hasOwnProperty(chat.role)) continue; + const MessageClass = roleToMessageMap[chat.role]; + langchainChats.push(new MessageClass({ content: chat.content })); + } + + return langchainChats; + } + + async #handleFunctionCallChat({ messages = [] }) { + const response = await this.client + .invoke(this.#convertToLangchainPrototypes(messages)) + .then((res) => res) + .catch((e) => { + console.error(e); + return null; + }); + + return response?.content; + } + + /** + * Create a completion based on the received messages. + * + * @param messages A list of messages to send to the API. + * @param functions + * @returns The completion. + */ + async complete(messages, functions = null) { + try { + let completion; + if (functions.length > 0) { + const { toolCall, text } = await this.functionCall( + messages, + functions, + this.#handleFunctionCallChat.bind(this) + ); + + if (toolCall !== null) { + this.providerLog(`Valid tool call found - running ${toolCall.name}.`); + this.deduplicator.trackRun(toolCall.name, toolCall.arguments); + return { + result: null, + functionCall: { + name: toolCall.name, + arguments: toolCall.arguments, + }, + cost: 0, + }; + } + completion = { content: text }; + } + + if (!completion?.content) { + this.providerLog( + "Will assume chat completion without tool call inputs." + ); + const response = await this.client.invoke( + this.#convertToLangchainPrototypes(this.cleanMsgs(messages)) + ); + completion = response; + } + + // The UnTooled class inherited Deduplicator is mostly useful to prevent the agent + // from calling the exact same function over and over in a loop within a single chat exchange + // _but_ we should enable it to call previously used tools in a new chat interaction. + this.deduplicator.reset("runs"); + return { + result: completion.content, + cost: 0, + }; + } catch (error) { + throw error; + } + } + + /** + * Get the cost of the completion. + * + * @param _usage The completion to get the cost for. + * @returns The cost of the completion. + * Stubbed since KoboldCPP has no cost basis. + */ + getCost(_usage) { + return 0; + } +} + +module.exports = AWSBedrockProvider; diff --git a/server/utils/agents/aibitat/providers/index.js b/server/utils/agents/aibitat/providers/index.js index 14748b2ec..6f784ae5f 100644 --- a/server/utils/agents/aibitat/providers/index.js +++ b/server/utils/agents/aibitat/providers/index.js @@ -12,6 +12,7 @@ const MistralProvider = require("./mistral.js"); const GenericOpenAiProvider = require("./genericOpenAi.js"); const PerplexityProvider = require("./perplexity.js"); const TextWebGenUiProvider = require("./textgenwebui.js"); +const AWSBedrockProvider = require("./bedrock.js"); module.exports = { OpenAIProvider, @@ -28,4 +29,5 @@ module.exports = { GenericOpenAiProvider, PerplexityProvider, TextWebGenUiProvider, + AWSBedrockProvider, }; diff --git a/server/utils/agents/index.js b/server/utils/agents/index.js index 66d51b74d..f6c9b3e85 100644 --- a/server/utils/agents/index.js +++ b/server/utils/agents/index.js @@ -143,6 +143,17 @@ class AgentHandler { "TextWebGenUI API base path must be provided to use agents." ); break; + case "bedrock": + if ( + !process.env.AWS_BEDROCK_LLM_ACCESS_KEY_ID || + !process.env.AWS_BEDROCK_LLM_ACCESS_KEY || + !process.env.AWS_BEDROCK_LLM_REGION || + !process.env.AWS_BEDROCK_LLM_MODEL_PREFERENCE + ) + throw new Error( + "AWS Bedrock Access Keys, model and region must be provided to use agents." + ); + break; default: throw new Error( @@ -183,6 +194,8 @@ class AgentHandler { return "sonar-small-online"; case "textgenwebui": return null; + case "bedrock": + return null; default: return "unknown"; } @@ -210,7 +223,7 @@ class AgentHandler { } #providerSetupAndCheck() { - this.provider = this.invocation.workspace.agentProvider || "openai"; + this.provider = this.invocation.workspace.agentProvider; this.model = this.#fetchModel(); this.log(`Start ${this.#invocationUUID}::${this.provider}:${this.model}`); this.#checkSetup(); diff --git a/server/utils/helpers/index.js b/server/utils/helpers/index.js index 439400696..2f6ea5146 100644 --- a/server/utils/helpers/index.js +++ b/server/utils/helpers/index.js @@ -140,6 +140,9 @@ function getLLMProvider({ provider = null, model = null } = {}) { case "generic-openai": const { GenericOpenAiLLM } = require("../AiProviders/genericOpenAi"); return new GenericOpenAiLLM(embedder, model); + case "bedrock": + const { AWSBedrockLLM } = require("../AiProviders/bedrock"); + return new AWSBedrockLLM(embedder, model); default: throw new Error( `ENV: No valid LLM_PROVIDER value found in environment! Using ${process.env.LLM_PROVIDER}` diff --git a/server/utils/helpers/updateENV.js b/server/utils/helpers/updateENV.js index 5b3e2f66d..d39941ec4 100644 --- a/server/utils/helpers/updateENV.js +++ b/server/utils/helpers/updateENV.js @@ -208,6 +208,28 @@ const KEY_MAPPING = { checks: [nonZero], }, + // AWS Bedrock LLM InferenceSettings + AwsBedrockLLMAccessKeyId: { + envKey: "AWS_BEDROCK_LLM_ACCESS_KEY_ID", + checks: [isNotEmpty], + }, + AwsBedrockLLMAccessKey: { + envKey: "AWS_BEDROCK_LLM_ACCESS_KEY", + checks: [isNotEmpty], + }, + AwsBedrockLLMRegion: { + envKey: "AWS_BEDROCK_LLM_REGION", + checks: [isNotEmpty], + }, + AwsBedrockLLMModel: { + envKey: "AWS_BEDROCK_LLM_MODEL_PREFERENCE", + checks: [isNotEmpty], + }, + AwsBedrockLLMTokenLimit: { + envKey: "AWS_BEDROCK_LLM_MODEL_TOKEN_LIMIT", + checks: [nonZero], + }, + EmbeddingEngine: { envKey: "EMBEDDING_ENGINE", checks: [supportedEmbeddingModel], @@ -541,6 +563,7 @@ function supportedLLM(input = "") { "cohere", "litellm", "generic-openai", + "bedrock", ].includes(input); return validSelection ? null : `${input} is not a valid LLM provider.`; } diff --git a/server/yarn.lock b/server/yarn.lock index 96df39c4a..8369d829c 100644 --- a/server/yarn.lock +++ b/server/yarn.lock @@ -54,6 +54,552 @@ node-fetch "^2.6.7" web-streams-polyfill "^3.2.1" +"@aws-crypto/crc32@5.2.0": + version "5.2.0" + resolved "https://registry.yarnpkg.com/@aws-crypto/crc32/-/crc32-5.2.0.tgz#cfcc22570949c98c6689cfcbd2d693d36cdae2e1" + integrity sha512-nLbCWqQNgUiwwtFsen1AdzAtvuLRsQS8rYgMuxCrdKf9kOssamGLuPwyTY9wyYblNr9+1XM8v6zoDTPPSIeANg== + dependencies: + "@aws-crypto/util" "^5.2.0" + "@aws-sdk/types" "^3.222.0" + tslib "^2.6.2" + +"@aws-crypto/sha256-browser@5.2.0": + version "5.2.0" + resolved "https://registry.yarnpkg.com/@aws-crypto/sha256-browser/-/sha256-browser-5.2.0.tgz#153895ef1dba6f9fce38af550e0ef58988eb649e" + integrity sha512-AXfN/lGotSQwu6HNcEsIASo7kWXZ5HYWvfOmSNKDsEqC4OashTp8alTmaz+F7TC2L083SFv5RdB+qU3Vs1kZqw== + 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