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docs: update document transformer (#1325)
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‎content/en/docs/eino/core_modules/components/document_loader_guide/_index.md

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@@ -170,9 +170,9 @@ log.Printf("doc content: %v", outDocs[0].Content)
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## **Existing Implementations**
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1. File Loader: Used to load documents from the local file system [Loader - local file](/docs/eino/ecosystem/document/loader_local_file)
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2. Web Loader: Used to load documents pointed by web URLs [Loader - web url](/docs/eino/ecosystem/document/loader_web_url)
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3. S3 Loader: Used to load documents stored in S3 compatible storage systems [Loader - amazon s3](/docs/eino/ecosystem/document/loader_amazon_s3)
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1. File Loader: Used to load documents from the local file system [Loader - local file](/docs/eino/ecosystem_integration/document/loader_local_file)
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2. Web Loader: Used to load documents pointed by web URLs [Loader - web url](/docs/eino/ecosystem_integration/document/loader_web_url)
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3. S3 Loader: Used to load documents stored in S3 compatible storage systems [Loader - amazon s3](/docs/eino/ecosystem_integration/document/loader_amazon_s3)
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## **Reference for Self-Implementation**
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‎content/en/docs/eino/core_modules/components/document_loader_guide/document_parser_interface_guide.md

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### **Other Implementations**
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- pdf parser, used for extracting and parsing PDF formatted files: [Parser - pdf](/docs/eino/ecosystem/document/parser_pdf)
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- html parser, used for extracting and parsing HTML formatted content: [Parser - html](/docs/eino/ecosystem/document/parser_html)
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- pdf parser, used for extracting and parsing PDF formatted files: [Parser - pdf](/docs/eino/ecosystem_integration/document/parser_pdf)
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- html parser, used for extracting and parsing HTML formatted content: [Parser - html](/docs/eino/ecosystem_integration/document/parser_html)
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## **Using ****Document Loader**
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‎content/en/docs/eino/core_modules/components/document_transformer_guide.md

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---
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Description: ""
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date: "2025-02-11"
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date: "2025-05-07"
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lastmod: ""
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tags: []
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title: 'Eino: Document Transformer guide'
@@ -160,9 +160,9 @@ for idx, doc := range outDocs {
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## **Existing Implementations**
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1. Markdown Header Splitter: Document splitting based on Markdown headers [Splitter - markdown](/docs/eino/ecosystem/document/splitter_markdown)
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2. Text Splitter: Document splitting based on text length or delimiters [Splitter - semantic](/docs/eino/ecosystem/document/splitter_semantic)
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3. Document Filter: Filtering document content based on rules [Splitter - recursive](/docs/eino/ecosystem/document/splitter_recursive)
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1. Markdown Header Splitter: Document splitting based on Markdown headers [Splitter - markdown](/docs/eino/ecosystem_integration/document/splitter_markdown)
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2. Text Splitter: Document splitting based on text length or delimiters [Splitter - semantic](/docs/eino/ecosystem_integration/document/splitter_semantic)
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3. Document Filter: Filtering document content based on rules [Splitter - recursive](/docs/eino/ecosystem_integration/document/splitter_recursive)
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## **Reference Implementation**
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@@ -240,24 +240,21 @@ func (t *MyTransformer) Transform(ctx context.Context, src []*schema.Document, o
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}
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options = document.GetTransformerImplSpecificOptions(options, opts...)
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// 2. Get the callback manager
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cm := callbacks.ManagerFromContext(ctx)
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// 3. Trigger the pre-transformation callback
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ctx = cm.OnStart(ctx, info, &document.TransformerCallbackInput{
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// 2. Trigger the pre-transformation callback
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ctx = callbacks.OnStart(ctx, info, &document.TransformerCallbackInput{
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Input: src,
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})
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// 4. Execute the transformation logic
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// 3. Execute the transformation logic
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docs, err := t.doTransform(ctx, src, options)
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// 5. Handle errors and trigger the completion callback
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if err != nil {
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ctx = cm.OnError(ctx, info, err)
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ctx = callbacks.OnError(ctx, info, err)
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return nil, err
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}
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ctx = cm.OnEnd(ctx, info, &document.TransformerCallbackOutput{
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ctx = callbacks.OnEnd(ctx, info, &document.TransformerCallbackOutput{
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Output: docs,
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})
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‎content/en/docs/eino/core_modules/components/embedding_guide.md

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## **Existing Implementations**
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1. OpenAI Embedding: Generate vectors using OpenAI's text embedding model [Embedding - OpenAI](/docs/eino/ecosystem/embedding/embedding_openai)
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2. ARK Embedding: Generate vectors using the ARK platform's model [Embedding - ARK](/docs/eino/ecosystem/embedding/embedding_ark)
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1. OpenAI Embedding: Generate vectors using OpenAI's text embedding model [Embedding - OpenAI](/docs/eino/ecosystem_integration/embedding/embedding_openai)
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2. ARK Embedding: Generate vectors using the ARK platform's model [Embedding - ARK](/docs/eino/ecosystem_integration/embedding/embedding_ark)
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## **Custom Implementation Reference**
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‎content/en/docs/eino/core_modules/components/indexer_guide.md

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## **Existing Implementation**
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1. Volc VikingDB Indexer: Vector database indexer based on Volcano Engine VikingDB [Indexer - volc VikingDB](/docs/eino/ecosystem/indexer/indexer_volc_vikingdb)
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1. Volc VikingDB Indexer: Vector database indexer based on Volcano Engine VikingDB [Indexer - volc VikingDB](/docs/eino/ecosystem_integration/indexer/indexer_volc_vikingdb)
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## **Custom Implementation Reference**
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‎content/en/docs/eino/core_modules/components/retriever_guide.md

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## **Existing Implementations**
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- Volc VikingDB Retriever: Retrieval implementation based on Volcano Engine VikingDB [Retriever - volc VikingDB](/docs/eino/ecosystem/retriever/retriever_volc_vikingdb)
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- Volc VikingDB Retriever: Retrieval implementation based on Volcano Engine VikingDB [Retriever - volc VikingDB](/docs/eino/ecosystem_integration/retriever/retriever_volc_vikingdb)
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## **Reference for Custom Implementation**
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‎content/en/docs/eino/core_modules/components/tools_node_guide/_index.md

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## **Existing Implementations**
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1. Google Search Tool: Tool implementation based on Google search [Tool - Googlesearch](/docs/eino/ecosystem/tool/tool_googlesearch)
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2. duckduckgo search tool: Tool implementation based on duckduckgo search [Tool - DuckDuckGoSearch](/docs/eino/ecosystem/tool/tool_duckduckgo_search)
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1. Google Search Tool: Tool implementation based on Google search [Tool - Googlesearch](/docs/eino/ecosystem_integration/tool/tool_googlesearch)
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2. duckduckgo search tool: Tool implementation based on duckduckgo search [Tool - DuckDuckGoSearch](/docs/eino/ecosystem_integration/tool/tool_duckduckgo_search)

‎content/en/docs/eino/core_modules/components/tools_node_guide/how_to_create_a_tool.md

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## Method 3 - Use the tool provided in eino-ext
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In addition to the various custom tools that need to be implemented by yourself, there are also many general tools implemented in the eino-ext project that can be used out of the box, such [Tool - Googlesearch](/docs/eino/ecosystem/tool/tool_googlesearch) 、[Tool - DuckDuckGoSearch](/docs/eino/ecosystem/tool/tool_duckduckgo_search) 、wikipedia、httprequest , etc. You can refer to [https://github.com/cloudwego/eino-ext/tree/main/components/tool](https://github.com/cloudwego/eino-ext/tree/main/components/tool) for various implementations.
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In addition to the various custom tools that need to be implemented by yourself, there are also many general tools implemented in the eino-ext project that can be used out of the box, such [Tool - Googlesearch](/docs/eino/ecosystem_integration/tool/tool_googlesearch) 、[Tool - DuckDuckGoSearch](/docs/eino/ecosystem_integration/tool/tool_duckduckgo_search) 、wikipedia、httprequest , etc. You can refer to [https://github.com/cloudwego/eino-ext/tree/main/components/tool](https://github.com/cloudwego/eino-ext/tree/main/components/tool) for various implementations.
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## Method 4 - Use the MCP protocol
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‎content/en/docs/eino/ecosystem_integration/_index.md

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### ChatModel
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- openai: [ChatModel - OpenAI](/docs/eino/ecosystem/chat_model/chat_model_openai)
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- ark: [ChatModel - ARK](/docs/eino/ecosystem/chat_model/chat_model_ark)
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- ollama: [ChatModel - Ollama](/docs/eino/ecosystem/chat_model/chat_model_ollama)
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- openai: [ChatModel - OpenAI](/docs/eino/ecosystem_integration/chat_model/chat_model_openai)
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- ark: [ChatModel - ARK](/docs/eino/ecosystem_integration/chat_model/chat_model_ark)
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- ollama: [ChatModel - Ollama](/docs/eino/ecosystem_integration/chat_model/chat_model_ollama)
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### Document
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#### Loader
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- file: [Loader - local file](/docs/eino/ecosystem/document/loader_local_file)
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- s3: [Loader - amazon s3](/docs/eino/ecosystem/document/loader_amazon_s3)
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- web url: [Loader - web url](/docs/eino/ecosystem/document/loader_web_url)
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- file: [Loader - local file](/docs/eino/ecosystem_integration/document/loader_local_file)
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- s3: [Loader - amazon s3](/docs/eino/ecosystem_integration/document/loader_amazon_s3)
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- web url: [Loader - web url](/docs/eino/ecosystem_integration/document/loader_web_url)
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#### Parser
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- html: [Parser - html](/docs/eino/ecosystem/document/parser_html)
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- pdf: [Parser - pdf](/docs/eino/ecosystem/document/parser_pdf)
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- html: [Parser - html](/docs/eino/ecosystem_integration/document/parser_html)
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- pdf: [Parser - pdf](/docs/eino/ecosystem_integration/document/parser_pdf)
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#### Transformer
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- markdown splitter: [Splitter - markdown](/docs/eino/ecosystem/document/splitter_markdown)
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- recursive splitter: [Splitter - recursive](/docs/eino/ecosystem/document/splitter_recursive)
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- semantic splitter: [Splitter - semantic](/docs/eino/ecosystem/document/splitter_semantic)
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- markdown splitter: [Splitter - markdown](/docs/eino/ecosystem_integration/document/splitter_markdown)
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- recursive splitter: [Splitter - recursive](/docs/eino/ecosystem_integration/document/splitter_recursive)
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- semantic splitter: [Splitter - semantic](/docs/eino/ecosystem_integration/document/splitter_semantic)
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### Embedding
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- ark: [Embedding - ARK](/docs/eino/ecosystem/embedding/embedding_ark)
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- openai: [Embedding - OpenAI](/docs/eino/ecosystem/embedding/embedding_openai)
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- ark: [Embedding - ARK](/docs/eino/ecosystem_integration/embedding/embedding_ark)
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- openai: [Embedding - OpenAI](/docs/eino/ecosystem_integration/embedding/embedding_openai)
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### Indexer
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- volc vikingdb: [Indexer - volc VikingDB](/docs/eino/ecosystem/indexer/indexer_volc_vikingdb)
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- volc vikingdb: [Indexer - volc VikingDB](/docs/eino/ecosystem_integration/indexer/indexer_volc_vikingdb)
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### Retriever
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- volc vikingdb: [Retriever - volc VikingDB](/docs/eino/ecosystem/retriever/retriever_volc_vikingdb)
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- volc vikingdb: [Retriever - volc VikingDB](/docs/eino/ecosystem_integration/retriever/retriever_volc_vikingdb)
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### Tools
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- googlesearch: [Tool - Googlesearch](/docs/eino/ecosystem/tool/tool_googlesearch)
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- duckduckgo search: [Tool - DuckDuckGoSearch](/docs/eino/ecosystem/tool/tool_duckduckgo_search)
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- googlesearch: [Tool - Googlesearch](/docs/eino/ecosystem_integration/tool/tool_googlesearch)
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- duckduckgo search: [Tool - DuckDuckGoSearch](/docs/eino/ecosystem_integration/tool/tool_duckduckgo_search)

‎content/en/docs/eino/ecosystem_integration/chat_model/chat_model_ark.md

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- [Eino: ChatModel guide](/docs/eino/core_modules/components/chat_model_guide)
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- [Eino: ToolsNode guide](/docs/eino/core_modules/components/tools_node_guide)
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- [ChatModel - OpenAI](/docs/eino/ecosystem/chat_model/chat_model_openai)
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- [ChatModel - Ollama](/docs/eino/ecosystem/chat_model/chat_model_ollama)
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- [ChatModel - OpenAI](/docs/eino/ecosystem_integration/chat_model/chat_model_openai)
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- [ChatModel - Ollama](/docs/eino/ecosystem_integration/chat_model/chat_model_ollama)
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- [Volcano Engine Official Website](https://www.volcengine.com/product/doubao)

‎content/en/docs/eino/ecosystem_integration/chat_model/chat_model_ollama.md

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- [Eino: ChatModel guide](/docs/eino/core_modules/components/chat_model_guide)
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- [Eino: ToolsNode guide](/docs/eino/core_modules/components/tools_node_guide)
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- [ChatModel - OpenAI](/docs/eino/ecosystem/chat_model/chat_model_openai)
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- [ChatModel - ARK](/docs/eino/ecosystem/chat_model/chat_model_ark)
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- [ChatModel - OpenAI](/docs/eino/ecosystem_integration/chat_model/chat_model_openai)
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- [ChatModel - ARK](/docs/eino/ecosystem_integration/chat_model/chat_model_ark)
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- [Ollama Model Library](https://ollama.ai/library)

‎content/en/docs/eino/ecosystem_integration/chat_model/chat_model_openai.md

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- [Eino: ChatModel guide](/docs/eino/core_modules/components/chat_model_guide)
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- [Eino: ToolsNode guide](/docs/eino/core_modules/components/tools_node_guide)
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- [ChatModel - ARK](/docs/eino/ecosystem/chat_model/chat_model_ark)
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- [ChatModel - Ollama](/docs/eino/ecosystem/chat_model/chat_model_ollama)
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- [ChatModel - ARK](/docs/eino/ecosystem_integration/chat_model/chat_model_ark)
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- [ChatModel - Ollama](/docs/eino/ecosystem_integration/chat_model/chat_model_ollama)

‎content/en/docs/eino/ecosystem_integration/chat_template/chat_template_mcp.md

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Other adapters：
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[Tool - MCP](/docs/eino/ecosystem/tool/tool_mcp)
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[Tool - MCP](/docs/eino/ecosystem_integration/tool/tool_mcp)
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## HowToUse
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‎content/en/docs/eino/ecosystem_integration/document/parser_html.md

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- [Eino: Document Parser guide](/docs/eino/core_modules/components/document_loader_guide/document_parser_interface_guide)
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- [Eino: Document Loader guide](/docs/eino/core_modules/components/document_loader_guide)
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- [Parser - pdf](/docs/eino/ecosystem/document/parser_pdf)
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- [Parser - pdf](/docs/eino/ecosystem_integration/document/parser_pdf)

‎content/en/docs/eino/ecosystem_integration/document/parser_pdf.md

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- [Eino: Document Parser guide](/docs/eino/core_modules/components/document_loader_guide/document_parser_interface_guide)
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- [Eino: Document Loader guide](/docs/eino/core_modules/components/document_loader_guide)
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- [Parser - html](/docs/eino/ecosystem/document/parser_html)
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- [Parser - html](/docs/eino/ecosystem_integration/document/parser_html)

‎content/en/docs/eino/ecosystem_integration/document/splitter_markdown.md

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- [Eino: Document Parser guide](/docs/eino/core_modules/components/document_loader_guide/document_parser_interface_guide)
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- [Eino: Document Loader guide](/docs/eino/core_modules/components/document_loader_guide)
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- [Eino: Document Transformer guide](/docs/eino/core_modules/components/document_transformer_guide)
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- [Splitter - recursive](/docs/eino/ecosystem/document/splitter_recursive)
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- [Splitter - semantic](/docs/eino/ecosystem/document/splitter_semantic)
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- [Splitter - recursive](/docs/eino/ecosystem_integration/document/splitter_recursive)
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- [Splitter - semantic](/docs/eino/ecosystem_integration/document/splitter_semantic)

‎content/en/docs/eino/ecosystem_integration/document/splitter_recursive.md

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- [Eino: Document Parser guide](/docs/eino/core_modules/components/document_loader_guide/document_parser_interface_guide)
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- [Eino: Document Loader guide](/docs/eino/core_modules/components/document_loader_guide)
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- [Eino: Document Transformer guide](/docs/eino/core_modules/components/document_transformer_guide)
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- [Splitter - semantic](/docs/eino/ecosystem/document/splitter_semantic)
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- [Splitter - markdown](/docs/eino/ecosystem/document/splitter_markdown)
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- [Splitter - semantic](/docs/eino/ecosystem_integration/document/splitter_semantic)
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- [Splitter - markdown](/docs/eino/ecosystem_integration/document/splitter_markdown)

‎content/en/docs/eino/ecosystem_integration/document/splitter_semantic.md

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- [Eino: Document Parser guide](/docs/eino/core_modules/components/document_loader_guide/document_parser_interface_guide)
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- [Eino: Document Loader guide](/docs/eino/core_modules/components/document_loader_guide)
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- [Eino: Document Transformer guide](/docs/eino/core_modules/components/document_transformer_guide)
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- [Splitter - semantic](/docs/eino/ecosystem/document/splitter_semantic)
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- [Splitter - markdown](/docs/eino/ecosystem/document/splitter_markdown)
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- [Splitter - semantic](/docs/eino/ecosystem_integration/document/splitter_semantic)
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- [Splitter - markdown](/docs/eino/ecosystem_integration/document/splitter_markdown)

‎content/en/docs/eino/ecosystem_integration/embedding/embedding_ark.md

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## **Related Documentation**
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- [Eino: Embedding guide](/docs/eino/core_modules/components/embedding_guide)
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- [Embedding - OpenAI](/docs/eino/ecosystem/embedding/embedding_openai)
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- [Embedding - OpenAI](/docs/eino/ecosystem_integration/embedding/embedding_openai)
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- [Volcengine Ark Services](https://www.volcengine.com/product/ark)

‎content/en/docs/eino/ecosystem_integration/embedding/embedding_openai.md

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## **Related Documentation**
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- [Eino: Embedding guide](/docs/eino/core_modules/components/embedding_guide)
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- [Embedding - ARK](/docs/eino/ecosystem/embedding/embedding_ark)
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- [Embedding - ARK](/docs/eino/ecosystem_integration/embedding/embedding_ark)
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- __OpenAI Embedding API Documentation__
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- [Azure OpenAI Service Documentation](https://learn.microsoft.com/azure/cognitive-services/openai/)

‎content/en/docs/eino/ecosystem_integration/indexer/_index.md

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To index and store text, the Indexer typically uses [Embedding](/docs/eino/ecosystem/embedding) for semantic indexing, and can also perform word segmentation indexing, etc., for recall and use in the [Retriever](/docs/eino/ecosystem/retriever).
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To index and store text, the Indexer typically uses [Embedding](/docs/eino/ecosystem_integration/embedding) for semantic indexing, and can also perform word segmentation indexing, etc., for recall and use in the [Retriever](/docs/eino/ecosystem_integration/retriever).

‎content/en/docs/eino/ecosystem_integration/tool/tool_duckduckgo_search.md

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## **Related Documentation**
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- [Eino: ToolsNode guide](/docs/eino/core_modules/components/tools_node_guide)
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- [Tool - Googlesearch](/docs/eino/ecosystem/tool/tool_googlesearch)
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- [Tool - Googlesearch](/docs/eino/ecosystem_integration/tool/tool_googlesearch)
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- [DuckDuckGo Help Pages](https://duckduckgo.com/duckduckgo-help-pages/settings/params/)

‎content/en/docs/eino/ecosystem_integration/tool/tool_googlesearch.md

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- [Eino: ToolsNode guide](/docs/eino/core_modules/components/tools_node_guide)
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- [Google Custom Search API Documentation](https://developers.google.com/custom-search/v1/overview)
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- [Tool - DuckDuckGoSearch](/docs/eino/ecosystem/tool/tool_duckduckgo_search)
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- [Tool - DuckDuckGoSearch](/docs/eino/ecosystem_integration/tool/tool_duckduckgo_search)

‎content/en/docs/eino/ecosystem_integration/tool/tool_mcp.md

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Other adapters：
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[ChatTemplate - MCP](/docs/eino/ecosystem/chat_template/chat_template_mcp)
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[ChatTemplate - MCP](/docs/eino/ecosystem_integration/chat_template/chat_template_mcp)
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## HowToUse
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‎content/en/docs/eino/quick_start/simple_llm_application.md

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@@ -119,7 +119,7 @@ chatModel, err := openai.NewChatModel(ctx, &openai.ChatModelConfig{
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})
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```
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> For detailed information on OpenAI ChatModel, refer to: [ChatModel - OpenAI](/docs/eino/ecosystem/chat_model/chat_model_openai)
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> For detailed information on OpenAI ChatModel, refer to: [ChatModel - OpenAI](/docs/eino/ecosystem_integration/chat_model/chat_model_openai)
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#### **Ollama (select either this or OpenAI above)**
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@@ -138,7 +138,7 @@ chatModel, err := ollama.NewChatModel(ctx, &ollama.ChatModelConfig{
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})
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```
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> For information on OpenAI, refer to: [ChatModel - Ollama](/docs/eino/ecosystem/chat_model/chat_model_ollama)
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> For information on OpenAI, refer to: [ChatModel - Ollama](/docs/eino/ecosystem_integration/chat_model/chat_model_ollama)
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Regardless of the implementation used, ChatModel provides a consistent interface, allowing you to easily switch between different models without modifying a large amount of code.
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‎content/zh/docs/eino/core_modules/components/document_transformer_guide.md

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---
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Description: ""
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date: "2025-01-22"
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date: "2025-05-07"
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lastmod: ""
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tags: []
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title: 'Eino: Document Transformer 使用说明'
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}
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options = document.GetTransformerImplSpecificOptions(options, opts...)
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// 2. 获取 callback manager
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cm := callbacks.ManagerFromContext(ctx)
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// 3. 开始转换前的回调
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ctx = cm.OnStart(ctx, info, &document.TransformerCallbackInput{
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// 2. 开始转换前的回调
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ctx = callbacks.OnStart(ctx, info, &document.TransformerCallbackInput{
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Input: src,
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})
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// 4. 执行转换逻辑
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// 3. 执行转换逻辑
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docs, err := t.doTransform(ctx, src, options)
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// 5. 处理错误和完成回调
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// 4. 处理错误和完成回调
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if err != nil {
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ctx = cm.OnError(ctx, info, err)
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ctx = callbacks.OnError(ctx, info, err)
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return nil, err
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}
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ctx = cm.OnEnd(ctx, info, &document.TransformerCallbackOutput{
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ctx = callbacks.OnEnd(ctx, info, &document.TransformerCallbackOutput{
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Output: docs,
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})
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