Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Added conversation search default use case with RAG tool #732

Merged
merged 1 commit into from
Jun 10, 2024
Merged

Added conversation search default use case with RAG tool #732

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 2 additions & 0 deletions CHANGELOG.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -20,6 +20,8 @@ Inspired from [Keep a Changelog](https://keepachangelog.com/en/1.1.0/)
- Add Workflow Step for Reindex from source index to destination ([#718](https://github.com/opensearch-project/flow-framework/pull/718))
- Add param to delete workflow API to clear status even if resources exist ([#719](https://github.com/opensearch-project/flow-framework/pull/719))
- Add additional default use cases ([#731](https://github.com/opensearch-project/flow-framework/pull/731))
- Add conversation search default use case with RAG tool ([#732](https://github.com/opensearch-project/flow-framework/pull/732))

### Bug Fixes
- Add user mapping to Workflow State index ([#705](https://github.com/opensearch-project/flow-framework/pull/705))

Expand Down
8 changes: 8 additions & 0 deletions src/main/java/org/opensearch/flowframework/common/DefaultUseCases.java
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -155,6 +155,14 @@ public enum DefaultUseCases {
"defaults/semantic-search-with-reindex-defaults.json",
"substitutionTemplates/semantic-search-with-reindex-template.json",
List.of(CREATE_CONNECTOR_CREDENTIAL_KEY, REINDEX_SOURCE_INDEX)
),

/** defaults file and substitution ready template for conversational search with bedrock chat model*/
CONVERSATIONAL_SEARCH_WITH_BEDROCK_DEPLOY(
"conversational-search-with-bedrock-rag-tool",
"defaults/conversational-search-rag-tool-defaults.json",
"substitutionTemplates/conversational-search-with-bedrock-rag-tool-template.json",
List.of(CREATE_CONNECTOR_CREDENTIAL_ACCESS_KEY, CREATE_CONNECTOR_CREDENTIAL_SECRET_KEY, CREATE_CONNECTOR_CREDENTIAL_SESSION_TOKEN)
);

private final String useCaseName;
Expand Down
35 changes: 35 additions & 0 deletions src/main/resources/defaults/conversational-search-rag-tool-defaults.json
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,35 @@
{
"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_bedrock_connector.region": "us-west-2",
"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:${parameters.question}\n\nAssistant:",
"root_agent.parameters.parameters": "Answer the question as best you can.",
"root_agent.name": "Root agent",
"root_agent.description": "this is the root agent"
}
218 changes: 218 additions & 0 deletions ...resources/substitutionTemplates/conversational-search-with-bedrock-rag-tool-template.json
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,218 @@
{
"name": "${{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": "$.completion",
"region": "${{create_bedrock_connector.region}}",
"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}}\"]",
amitgalitz marked this conversation as resolved.
Show resolved Hide resolved
"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": "${{root_agent.description}}",
"tools_order": [
"rag_tool"
],
"memory": {
"type": "conversation_index"
},
"type": "flow"
}
}
]
}
}
}
2 changes: 1 addition & 1 deletion ...ain/resources/substitutionTemplates/conversational-search-with-cohere-model-template.json
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
{
"name": "${{template.name}}",
"description": "${{template.description}}",
"use_case": "SEMANTIC_SEARCH",
"use_case": "CONVERSATION_SEARCH",
"version": {
"template": "1.0.0",
"compatibility": [
Expand Down
Loading