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Chore/Upgrade llamaindex (#2017)

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upgrade llamaindex
This commit is contained in:
Henry Heng
2024-03-25 16:10:28 +08:00
committed by GitHub
parent 414b9f125c
commit 3a7c2fd4db
5 changed files with 320 additions and 133 deletions
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packages/components/nodes/agents/OpenAIToolAgent/OpenAIToolAgent_LlamaIndex.ts
+139
View File
@@ -0,0 +1,139 @@
import { flatten } from 'lodash'
import { ChatMessage, OpenAI, OpenAIAgent } from 'llamaindex'
import { getBaseClasses } from '../../../src/utils'
import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, IUsedTool } from '../../../src/Interface'
class OpenAIFunctionAgent_LlamaIndex_Agents implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
tags: string[]
inputs: INodeParams[]
sessionId?: string
badge?: string
constructor(fields?: { sessionId?: string }) {
this.label = 'OpenAI Tool Agent'
this.name = 'openAIToolAgentLlamaIndex'
this.version = 1.0
this.type = 'OpenAIToolAgent'
this.category = 'Agents'
this.icon = 'function.svg'
this.description = `Agent that uses OpenAI Function Calling to pick the tools and args to call using LlamaIndex`
this.baseClasses = [this.type, ...getBaseClasses(OpenAIAgent)]
this.tags = ['LlamaIndex']
this.badge = 'NEW'
this.inputs = [
{
label: 'Tools',
name: 'tools',
type: 'Tool_LlamaIndex',
list: true
},
{
label: 'Memory',
name: 'memory',
type: 'BaseChatMemory'
},
{
label: 'OpenAI/Azure Chat Model',
name: 'model',
type: 'BaseChatModel_LlamaIndex'
},
{
label: 'System Message',
name: 'systemMessage',
type: 'string',
rows: 4,
optional: true,
additionalParams: true
}
]
this.sessionId = fields?.sessionId
}
async init(): Promise<any> {
return null
}
async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string | ICommonObject> {
const memory = nodeData.inputs?.memory as FlowiseMemory
const model = nodeData.inputs?.model as OpenAI
const systemMessage = nodeData.inputs?.systemMessage as string
let tools = nodeData.inputs?.tools
tools = flatten(tools)
const chatHistory = [] as ChatMessage[]
if (systemMessage) {
chatHistory.push({
content: systemMessage,
role: 'system'
})
}
const msgs = (await memory.getChatMessages(this.sessionId, false, options.chatHistory)) as IMessage[]
for (const message of msgs) {
if (message.type === 'apiMessage') {
chatHistory.push({
content: message.message,
role: 'assistant'
})
} else if (message.type === 'userMessage') {
chatHistory.push({
content: message.message,
role: 'user'
})
}
}
const agent = new OpenAIAgent({
tools,
llm: model,
prefixMessages: chatHistory,
verbose: process.env.DEBUG === 'true' ? true : false
})
let text = ''
const usedTools: IUsedTool[] = []
const response = await agent.chat({
message: input
})
if (response.sources.length) {
for (const sourceTool of response.sources) {
usedTools.push({
tool: sourceTool.toolName,
toolInput: sourceTool.rawInput,
toolOutput: sourceTool.rawOutput
})
}
}
text = String(response)
await memory.addChatMessages(
[
{
text: input,
type: 'userMessage'
},
{
text: text,
type: 'apiMessage'
}
],
this.sessionId
)
return usedTools.length ? { text: text, usedTools } : text
}
}
module.exports = { nodeClass: OpenAIFunctionAgent_LlamaIndex_Agents }
packages/components/nodes/chatmodels/ChatAnthropic/ChatAnthropic_LlamaIndex.ts
+8 -8
View File
@@ -18,7 +18,7 @@ class ChatAnthropic_LlamaIndex_ChatModels implements INode {
constructor() {
this.label = 'ChatAnthropic'
this.name = 'chatAnthropic_LlamaIndex'
this.version = 1.0
this.version = 2.0
this.type = 'ChatAnthropic'
this.icon = 'Anthropic.svg'
this.category = 'Chat Models'
@@ -39,22 +39,22 @@ class ChatAnthropic_LlamaIndex_ChatModels implements INode {
options: [
{
label: 'claude-3-opus',
name: 'claude-3-opus-20240229',
name: 'claude-3-opus',
description: 'Most powerful model for highly complex tasks'
},
{
label: 'claude-3-sonnet',
name: 'claude-3-sonnet-20240229',
name: 'claude-3-sonnet',
description: 'Ideal balance of intelligence and speed for enterprise workloads'
},
{
label: 'claude-2',
name: 'claude-2',
label: 'claude-2.1',
name: 'claude-2.1',
description: 'Claude 2 latest major version, automatically get updates to the model as they are released'
},
{
label: 'claude-instant-1',
name: 'claude-instant-1',
label: 'claude-instant-1.2',
name: 'claude-instant-1.2',
description: 'Claude Instant latest major version, automatically get updates to the model as they are released'
}
],
@@ -90,7 +90,7 @@ class ChatAnthropic_LlamaIndex_ChatModels implements INode {
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
const temperature = nodeData.inputs?.temperature as string
const modelName = nodeData.inputs?.modelName as 'claude-2' | 'claude-instant-1' | undefined
const modelName = nodeData.inputs?.modelName as 'claude-3-opus' | 'claude-3-sonnet' | 'claude-2.1' | 'claude-instant-1.2'
const maxTokensToSample = nodeData.inputs?.maxTokensToSample as string
const topP = nodeData.inputs?.topP as string
packages/components/nodes/tools/QueryEngineTool/QueryEngineTool.ts
+5 -5
View File
@@ -1,5 +1,5 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { BaseQueryEngine } from 'llamaindex'
import { QueryEngineTool } from 'llamaindex'
class QueryEngine_Tools implements INode {
label: string
@@ -22,7 +22,7 @@ class QueryEngine_Tools implements INode {
this.category = 'Tools'
this.tags = ['LlamaIndex']
this.description = 'Tool used to invoke query engine'
this.baseClasses = [this.type]
this.baseClasses = [this.type, 'Tool_LlamaIndex']
this.inputs = [
{
label: 'Base QueryEngine',
@@ -45,16 +45,16 @@ class QueryEngine_Tools implements INode {
}
async init(nodeData: INodeData): Promise<any> {
const baseQueryEngine = nodeData.inputs?.baseQueryEngine as BaseQueryEngine
const baseQueryEngine = nodeData.inputs?.baseQueryEngine
const toolName = nodeData.inputs?.toolName as string
const toolDesc = nodeData.inputs?.toolDesc as string
const queryEngineTool = {
const queryEngineTool = new QueryEngineTool({
queryEngine: baseQueryEngine,
metadata: {
name: toolName,
description: toolDesc
}
}
})
return queryEngineTool
}
packages/components/package.json
+1 -1
View File
@@ -76,7 +76,7 @@
"langfuse-langchain": "^3.3.1",
"langsmith": "0.1.6",
"linkifyjs": "^4.1.1",
"llamaindex": "^0.0.48",
"llamaindex": "^0.2.1",
"lodash": "^4.17.21",
"lunary": "^0.6.16",
"mammoth": "^1.5.1",
pnpm-lock.yaml
Generated
+167 -119
View File
@@ -126,7 +126,7 @@ importers:
version: 0.0.5
'@langchain/community':
specifier: ^0.0.39
version: 0.0.39(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(chromadb@1.8.1)(cohere-ai@6.2.2)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mongodb@6.2.0)(mysql2@3.9.2)(pg@8.11.3)(redis@4.6.13)(replicate@0.12.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
version: 0.0.39(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(chromadb@1.8.1)(cohere-ai@6.2.2)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mongodb@6.2.0)(mysql2@3.9.2)(pg@8.11.3)(redis@4.6.13)(replicate@0.12.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
'@langchain/google-genai':
specifier: ^0.0.10
version: 0.0.10
@@ -235,7 +235,7 @@ importers:
langchain:
specifier: ^0.1.26
version: >-
0.1.26(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
0.1.26(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
langfuse:
specifier: 3.3.1
version: 3.3.1
@@ -249,8 +249,8 @@ importers:
specifier: ^4.1.1
version: 4.1.3
llamaindex:
specifier: ^0.0.48
version: 0.0.48(@google/generative-ai@0.1.3)(cohere-ai@6.2.2)
specifier: ^0.2.1
version: 0.2.1(@google/generative-ai@0.1.3)(node-fetch@2.7.0)(typescript@4.9.5)
lodash:
specifier: ^4.17.21
version: 4.17.21
@@ -752,6 +752,22 @@ packages:
- encoding
dev: false
/@anthropic-ai/sdk@0.18.0:
resolution: { integrity: sha512-3XsWEn/4nPGRd4AdSguugbSDFy6Z2AWTNOeI3iK+aV22+w23+vY9CEb3Hiy0kvKIQuxSmZz/+5WKC8nPWy8gVg== }
dependencies:
'@types/node': 18.19.23
'@types/node-fetch': 2.6.11
abort-controller: 3.0.0
agentkeepalive: 4.5.0
digest-fetch: 1.3.0
form-data-encoder: 1.7.2
formdata-node: 4.4.1
node-fetch: 2.7.0
web-streams-polyfill: 3.3.3
transitivePeerDependencies:
- encoding
dev: false
/@anthropic-ai/sdk@0.9.1:
resolution: { integrity: sha512-wa1meQ2WSfoY8Uor3EdrJq0jTiZJoKoSii2ZVWRY1oN4Tlr5s59pADg9T79FTbPe1/se5c3pBeZgJL63wmuoBA== }
dependencies:
@@ -846,6 +862,15 @@ packages:
tslib: 1.14.1
dev: false
/@aws-crypto/sha256-js@5.2.0:
resolution: { integrity: sha512-FFQQyu7edu4ufvIZ+OadFpHHOt+eSTBaYaki44c+akjg7qZg9oOQeLlk77F6tSYqjDAFClrHJk9tMf0HdVyOvA== }
engines: { node: '>=16.0.0' }
dependencies:
'@aws-crypto/util': 5.2.0
'@aws-sdk/types': 3.523.0
tslib: 2.6.2
dev: false
/@aws-crypto/supports-web-crypto@3.0.0:
resolution: { integrity: sha512-06hBdMwUAb2WFTuGG73LSC0wfPu93xWwo5vL2et9eymgmu3Id5vFAHBbajVWiGhPO37qcsdCap/FqXvJGJWPIg== }
dependencies:
@@ -855,11 +880,19 @@ packages:
/@aws-crypto/util@3.0.0:
resolution: { integrity: sha512-2OJlpeJpCR48CC8r+uKVChzs9Iungj9wkZrl8Z041DWEWvyIHILYKCPNzJghKsivj+S3mLo6BVc7mBNzdxA46w== }
dependencies:
'@aws-sdk/types': 3.418.0
'@aws-sdk/types': 3.523.0
'@aws-sdk/util-utf8-browser': 3.259.0
tslib: 1.14.1
dev: false
/@aws-crypto/util@5.2.0:
resolution: { integrity: sha512-4RkU9EsI6ZpBve5fseQlGNUWKMa1RLPQ1dnjnQoe07ldfIzcsGb5hC5W0Dm7u423KWzawlrpbjXBrXCEv9zazQ== }
dependencies:
'@aws-sdk/types': 3.523.0
'@smithy/util-utf8': 2.2.0
tslib: 2.6.2
dev: false
/@aws-sdk/client-bedrock-runtime@3.422.0:
resolution: { integrity: sha512-gbvlxoRpoppcKib3zH8qITSF8hXnE3uJxD278KSyIGV4C6tyCz+bm70369/1PkLaxcNDjzN/Jh9xNKeYplKDuA== }
engines: { node: '>=14.0.0' }
@@ -4149,7 +4182,7 @@ packages:
dependencies:
'@supercharge/promise-pool': 3.1.1
langchain: >-
0.1.26(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
0.1.26(@aws-crypto/sha256-js@5.2.0)(@aws-sdk/client-bedrock-runtime@3.422.0)(@aws-sdk/client-dynamodb@3.529.1)(@aws-sdk/client-s3@3.529.1)(@aws-sdk/credential-provider-node@3.529.1)(@datastax/astra-db-ts@0.1.4)(@elastic/elasticsearch@8.12.2)(@getzep/zep-js@0.9.0)(@gomomento/sdk-core@1.68.1)(@gomomento/sdk@1.68.1)(@google-ai/generativelanguage@0.2.1)(@huggingface/inference@2.6.4)(@notionhq/client@2.2.14)(@opensearch-project/opensearch@1.2.0)(@pinecone-database/pinecone@2.1.0)(@qdrant/js-client-rest@1.8.1)(@supabase/supabase-js@2.39.8)(@upstash/redis@1.22.1)(@zilliz/milvus2-sdk-node@2.3.5)(apify-client@2.9.3)(assemblyai@4.3.2)(axios@1.6.2)(cheerio@1.0.0-rc.12)(chromadb@1.8.1)(cohere-ai@6.2.2)(d3-dsv@2.0.0)(faiss-node@0.2.3)(google-auth-library@9.6.3)(html-to-text@9.0.5)(ioredis@5.3.2)(jsdom@22.1.0)(lodash@4.17.21)(lunary@0.6.16)(mammoth@1.7.0)(mongodb@6.2.0)(mysql2@3.9.2)(notion-to-md@3.1.1)(pdf-parse@1.1.1)(pg@8.11.3)(playwright@1.42.1)(puppeteer@20.9.0)(pyodide@0.25.0)(redis@4.6.13)(replicate@0.12.3)(srt-parser-2@1.2.3)(typeorm@0.3.20)(weaviate-ts-client@1.6.0)(ws@8.16.0)
semver: 7.6.0
typescript: 5.4.2
dev: false
@@ -4220,11 +4253,19 @@ packages:
'@types/node': 20.11.26
dev: false
/@grpc/grpc-js@1.10.3:
resolution: { integrity: sha512-qiO9MNgYnwbvZ8MK0YLWbnGrNX3zTcj6/Ef7UHu5ZofER3e2nF3Y35GaPo9qNJJ/UJQKa4KL+z/F4Q8Q+uCdUQ== }
engines: { node: '>=12.10.0' }
dependencies:
'@grpc/proto-loader': 0.7.10
'@js-sdsl/ordered-map': 4.4.2
dev: false
/@grpc/grpc-js@1.8.17:
resolution: { integrity: sha512-DGuSbtMFbaRsyffMf+VEkVu8HkSXEUfO3UyGJNtqxW9ABdtTIA+2UXAJpwbJS+xfQxuwqLUeELmL6FuZkOqPxw== }
engines: { node: ^8.13.0 || >=10.10.0 }
dependencies:
'@grpc/proto-loader': 0.7.7
'@grpc/proto-loader': 0.7.10
'@types/node': 20.11.26
dev: false
@@ -4628,6 +4669,10 @@ packages:
'@jridgewell/resolve-uri': 3.1.2
'@jridgewell/sourcemap-codec': 1.4.15
/@js-sdsl/ordered-map@4.4.2:
resolution: { integrity: sha512-iUKgm52T8HOE/makSxjqoWhe95ZJA1/G1sYsGev2JDKUSS14KAgg1LHb+Ba+IPow0xflbnSkOsZcO08C7w1gYw== }
dev: false
/@jsdoc/salty@0.2.7:
resolution: { integrity: sha512-mh8LbS9d4Jq84KLw8pzho7XC2q2/IJGiJss3xwRoLD1A+EE16SjN4PfaG4jRCzKegTFLlN0Zd8SdUPE6XdoPFg== }
engines: { node: '>=v12.0.0' }
@@ -4725,7 +4770,7 @@ packages:
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