-
Notifications
You must be signed in to change notification settings - Fork 31
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Added conversation search use case with RAG tool
Signed-off-by: owaiskazi19 <[email protected]>
- Loading branch information
1 parent
13b32f1
commit 34ca587
Showing
4 changed files
with
260 additions
and
1 deletion.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
34 changes: 34 additions & 0 deletions
34
src/main/resources/defaults/conversational-search-rag-tool-defaults.json
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,34 @@ | ||
| { | ||
| "template.name": "deploy-bedrock-chat-model", | ||
| "template.description": "A template to deploy a Bedrock chat model", | ||
| "create_bedrock_connector.name": "Amazon Bedrock Connector: Claude Instant V1", | ||
| "create_bedrock_connector.description": "The connector to bedrock Claude model", | ||
| "create_bedrock_connector.protocol": "aws_sigv4", | ||
| "create_bedrock_connector.actions.url": "https://bedrock-runtime.us-west-2.amazonaws.com/model/anthropic.claude-instant-v1/invoke", | ||
| "create_bedrock_connector.actions.request_body": "{\"prompt\":\"${parameters.prompt}\", \"max_tokens_to_sample\":${parameters.max_tokens_to_sample}, \"temperature\":${parameters.temperature}, \"anthropic_version\":\"${parameters.anthropic_version}\" }", | ||
| "create_bedrock_connector.credential.access_key": "", | ||
| "create_bedrock_connector.credential.secret_key": "", | ||
| "create_bedrock_connector.credential.session_token": "", | ||
| "create_embedding_connector.name": "Amazon Bedrock Connector: embedding", | ||
| "create_embedding_connector.description": "The connector to bedrock Titan embedding model", | ||
| "create_embedding_connector.protocol": "aws_sigv4", | ||
| "create_embedding_connector.actions.url": "https://bedrock-runtime.us-west-2.amazonaws.com/model/amazon.titan-embed-text-v2:0/invoke", | ||
| "create_embedding_connector.actions.request_body": "{ \"inputText\": \"${parameters.inputText}\" }", | ||
| "register_bedrock_model.name": "anthropic.claude-v2", | ||
| "register_bedrock_model.description": "bedrock-chat-model", | ||
| "register_bedrock_embedding_model.name": "Bedrock embedding model v2", | ||
| "register_bedrock_embedding_model.description": "Bedrock embedding model v2", | ||
| "create_ingest_pipeline.pipeline_id": "nlp-ingest-pipeline", | ||
| "create_ingest_pipeline.description": "A neural ingest pipeline", | ||
| "text_embedding.field_map.input": "passage_text", | ||
| "text_embedding.field_map.output": "passage_embedding", | ||
| "create_index.name": "my-nlp-index", | ||
| "create_index.mappings.method.engine": "lucene", | ||
| "create_index.mappings.method.space_type": "l2", | ||
| "create_index.mappings.method.name": "hnsw", | ||
| "text_embedding.field_map.output.dimension": "1024", | ||
| "rag_tool.parameters.prompt": "\n\nHuman:You are a professional data analysist. You will always answer question based on the given context first. If the answer is not directly shown in the context, you will analyze the data and find the answer. If you don't know the answer, just say don't know. \n\n Context:\n${parameters.output_field:-}\n\n\nHuman:${parameters.question}\n\nAssistant:", | ||
| "root_agent.parameters.parameters": "Answer the question as best you can.", | ||
| "root_agent.name": "Root agent", | ||
| "root_agent.description": "this is the root agent" | ||
| } |
218 changes: 218 additions & 0 deletions
218
...resources/substitutionTemplates/conversational-search-with-bedrock-rag-tool-template.json
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,218 @@ | ||
| { | ||
| "name": "${{template.name}}", | ||
| "description": "${{template.description}}", | ||
| "use_case": "CONVERSATION_SEARCH", | ||
| "version": { | ||
| "template": "1.0.0", | ||
| "compatibility": [ | ||
| "2.12.0", | ||
| "3.0.0" | ||
| ] | ||
| }, | ||
| "workflows": { | ||
| "provision": { | ||
| "nodes": [ | ||
| { | ||
| "id": "create_bedrock_connector", | ||
| "type": "create_connector", | ||
| "user_inputs": { | ||
| "name": "${{create_bedrock_connector.name}}", | ||
| "description": "Test connector for Amazon Bedrock", | ||
| "version": "1", | ||
| "protocol": "${{create_bedrock_connector.protocol}}", | ||
| "credential": { | ||
| "access_key": "${{create_bedrock_connector.credential.access_key}}", | ||
| "secret_key": "${{create_bedrock_connector.credential.secret_key}}", | ||
| "session_token": "${{create_bedrock_connector.credential.session_token}}" | ||
| }, | ||
| "parameters": { | ||
| "max_tokens_to_sample": "8000", | ||
| "service_name": "bedrock", | ||
| "temperature": "1.0E-4", | ||
| "response_filter": "$.completion", | ||
| "region": "us-west-2", | ||
| "anthropic_version": "bedrock-2023-05-31" | ||
| }, | ||
| "actions": [ | ||
| { | ||
| "action_type": "PREDICT", | ||
| "method": "POST", | ||
| "url": "${{create_bedrock_connector.actions.url}}", | ||
| "headers": { | ||
| "x-amz-content-sha256": "required", | ||
| "content-type": "application/json" | ||
| }, | ||
| "request_body": "${{create_bedrock_connector.actions.request_body}}" | ||
| } | ||
| ] | ||
| } | ||
| }, | ||
| { | ||
| "id": "create_embedding_connector", | ||
| "type": "create_connector", | ||
| "user_inputs": { | ||
| "name": "${{create_embedding_connector.name}}", | ||
| "description": "${{create_embedding_connector.description}}", | ||
| "version": "1", | ||
| "protocol": "${{create_embedding_connector.protocol}}", | ||
| "credential": { | ||
| "access_key": "${{create_bedrock_connector.credential.access_key}}", | ||
| "secret_key": "${{create_bedrock_connector.credential.secret_key}}", | ||
| "session_token": "${{create_bedrock_connector.credential.session_token}}" | ||
| }, | ||
| "parameters": { | ||
| "service_name": "bedrock", | ||
| "model": "amazon.titan-embed-text-v2:0", | ||
| "region": "us-west-2", | ||
| "anthropic_version": "bedrock-2023-05-31" | ||
| }, | ||
| "actions": [ | ||
| { | ||
| "action_type": "PREDICT", | ||
| "method": "POST", | ||
| "url": "${{create_embedding_connector.actions.url}}", | ||
| "headers": { | ||
| "x-amz-content-sha256": "required", | ||
| "content-type": "application/json" | ||
| }, | ||
| "request_body": "${{create_embedding_connector.actions.request_body}}", | ||
| "pre_process_function": "connector.pre_process.bedrock.embedding", | ||
| "post_process_function": "connector.post_process.bedrock.embedding" | ||
| } | ||
| ] | ||
| } | ||
| }, | ||
|
|
||
| { | ||
| "id": "register_bedrock_model", | ||
| "type": "register_remote_model", | ||
| "previous_node_inputs": { | ||
| "create_bedrock_connector": "connector_id" | ||
| }, | ||
| "user_inputs": { | ||
| "name": "${{register_bedrock_model.name}}", | ||
| "function_name": "remote", | ||
| "description": "${{register_bedrock_model.description}}", | ||
| "deploy": true | ||
| } | ||
| }, | ||
| { | ||
| "id": "register_bedrock_embedding_model", | ||
| "type": "register_remote_model", | ||
| "previous_node_inputs": { | ||
| "create_embedding_connector": "connector_id" | ||
| }, | ||
| "user_inputs": { | ||
| "name": "${{register_bedrock_embedding_model.name}}", | ||
| "description": "${{register_bedrock_embedding_model.description}}", | ||
| "function_name": "remote", | ||
| "deploy": true | ||
| } | ||
| }, | ||
| { | ||
| "id": "create_ingest_pipeline", | ||
| "type": "create_ingest_pipeline", | ||
| "previous_node_inputs": { | ||
| "register_bedrock_embedding_model": "model_id" | ||
| }, | ||
| "user_inputs": { | ||
| "pipeline_id": "${{create_ingest_pipeline.pipeline_id}}", | ||
| "configurations": { | ||
| "description": "${{create_ingest_pipeline.description}}", | ||
| "processors": [ | ||
| { | ||
| "text_embedding": { | ||
| "model_id": "${{register_bedrock_embedding_model.model_id}}", | ||
| "field_map": { | ||
| "${{text_embedding.field_map.input}}": "${{text_embedding.field_map.output}}" | ||
| } | ||
| } | ||
| } | ||
| ] | ||
| } | ||
| } | ||
| }, | ||
| { | ||
| "id": "create_index", | ||
| "type": "create_index", | ||
| "previous_node_inputs": { | ||
| "create_ingest_pipeline": "pipeline_id" | ||
| }, | ||
| "user_inputs": { | ||
| "index_name": "${{create_index.name}}", | ||
| "configurations": { | ||
| "settings": { | ||
| "index": { | ||
| "default_pipeline": "${{create_ingest_pipeline.pipeline_id}}", | ||
| "knn": "true" | ||
| } | ||
| }, | ||
| "mappings": { | ||
| "properties": { | ||
| "${{text_embedding.field_map.input}}": { | ||
| "type": "text" | ||
| }, | ||
| "${{text_embedding.field_map.output}}": { | ||
| "type": "knn_vector", | ||
| "method": { | ||
| "engine": "${{create_index.mappings.method.engine}}", | ||
| "space_type": "${{create_index.mappings.method.space_type}}", | ||
| "name": "${{create_index.mappings.method.name}}", | ||
| "parameters": {} | ||
| }, | ||
| "dimension": "${{text_embedding.field_map.output.dimension}}" | ||
| } | ||
| } | ||
| } | ||
| } | ||
| } | ||
| }, | ||
| { | ||
| "id": "rag_tool", | ||
| "type": "create_tool", | ||
| "previous_node_inputs": { | ||
| "register_bedrock_model": "model_id", | ||
| "register_bedrock_embedding_model": "model_id" | ||
| }, | ||
| "user_inputs": { | ||
| "type": "RAGTool", | ||
| "name": "RAGTool", | ||
| "parameters": { | ||
| "inference_model_id": "${{register_bedrock_model.model_id}}", | ||
| "embedding_model_id": "${{register_bedrock_embedding_model.model_id}}", | ||
| "index": "${{create_index.name}}", | ||
| "embedding_field": "${{text_embedding.field_map.output}}", | ||
| "source_field": "[\"${{text_embedding.field_map.input}}\"]", | ||
| "query_type": "neural", | ||
| "input": "${parameters.question}", | ||
| "prompt": "${{rag_tool.parameters.prompt}}", | ||
| "include_output_in_agent_response": true | ||
| } | ||
| } | ||
| }, | ||
| { | ||
| "id": "root_agent", | ||
| "type": "register_agent", | ||
| "previous_node_inputs": { | ||
| "rag_tool": "tools" | ||
| }, | ||
| "user_inputs": { | ||
| "parameters": { | ||
| "prompt": "${{root_agent.parameters.parameters}}" | ||
| }, | ||
| "app_type": "chatbot", | ||
| "name": "${{root_agent.name}}", | ||
| "description": "${{root_agent.description}}", | ||
| "tools_order": [ | ||
| "rag_tool" | ||
| ], | ||
| "memory": { | ||
| "type": "conversation_index" | ||
| }, | ||
| "type": "flow" | ||
| } | ||
| } | ||
| ] | ||
| } | ||
| } | ||
| } |
2 changes: 1 addition & 1 deletion
2
...ain/resources/substitutionTemplates/conversational-search-with-cohere-model-template.json
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters