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Add query assist data summary agent template #875
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94 changes: 94 additions & 0 deletions
94
sample-templates/query-assist-data-summary-agent-claude-tested.json
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{ | ||
"name": "Query Assist Data Summary Agent", | ||
"description": "Create Query Assist Data Summary Agent using Claude on BedRock", | ||
"use_case": "REGISTER_AGENT", | ||
"version": { | ||
"template": "1.0.0", | ||
"compatibility": ["2.17.0", "3.0.0"] | ||
}, | ||
"workflows": { | ||
"provision": { | ||
"user_params": {}, | ||
"nodes": [ | ||
{ | ||
"id": "create_claude_connector", | ||
"type": "create_connector", | ||
"previous_node_inputs": {}, | ||
"user_inputs": { | ||
"version": "1", | ||
"name": "Claude instant runtime Connector", | ||
"protocol": "aws_sigv4", | ||
"description": "The connector to BedRock service for Claude model", | ||
"actions": [ | ||
{ | ||
"headers": { | ||
"x-amz-content-sha256": "required", | ||
"content-type": "application/json" | ||
}, | ||
"method": "POST", | ||
"request_body": "{\"prompt\":\"${parameters.prompt}\", \"max_tokens_to_sample\":${parameters.max_tokens_to_sample}, \"temperature\":${parameters.temperature}, \"anthropic_version\":\"${parameters.anthropic_version}\" }", | ||
"action_type": "predict", | ||
"url": "https://bedrock-runtime.us-west-2.amazonaws.com/model/anthropic.claude-instant-v1/invoke" | ||
} | ||
], | ||
"credential": { | ||
"access_key": "<YOUR_ACCESS_KEY>", | ||
"secret_key": "<YOUR_SECRET_KEY>", | ||
"session_token": "<YOUR_SESSION_TOKEN>" | ||
}, | ||
"parameters": { | ||
"region": "us-west-2", | ||
"endpoint": "bedrock-runtime.us-west-2.amazonaws.com", | ||
"content_type": "application/json", | ||
"auth": "Sig_V4", | ||
"max_tokens_to_sample": "8000", | ||
"service_name": "bedrock", | ||
"temperature": "0.0001", | ||
"response_filter": "$.completion", | ||
"anthropic_version": "bedrock-2023-05-31" | ||
} | ||
} | ||
}, | ||
{ | ||
"id": "register_claude_model", | ||
"type": "register_remote_model", | ||
"previous_node_inputs": { | ||
"create_claude_connector": "connector_id" | ||
}, | ||
"user_inputs": { | ||
"description": "Claude model", | ||
"deploy": true, | ||
"name": "claude-instant" | ||
} | ||
}, | ||
{ | ||
"id": "create_query_assist_data_summary_ml_model_tool", | ||
"type": "create_tool", | ||
"previous_node_inputs": { | ||
"register_claude_model": "model_id" | ||
}, | ||
"user_inputs": { | ||
"parameters": { | ||
"prompt": "Human: You are an assistant that helps to summarize the data and provide data insights.\nThe data are queried from OpenSearch index through user's question which was translated into PPL query.\nHere is a sample PPL query: `source=<index> | where <field> = <value>`.\nNow you are given ${parameters.sample_count} sample data out of ${parameters.total_count} total data.\nThe user's question is `${parameters.question}`, the translated PPL query is `${parameters.ppl}` and sample data are:\n```\n${parameters.sample_data}\n```\nCould you help provide a summary of the sample data and provide some useful insights with precise wording and in plain text format, do not use markdown format.\nYou don't need to echo my requirements in response.\n\nAssistant:" | ||
}, | ||
"name": "MLModelTool", | ||
"type": "MLModelTool" | ||
} | ||
}, | ||
{ | ||
"id": "create_query_assist_data_summary_agent", | ||
"type": "register_agent", | ||
"previous_node_inputs": { | ||
"create_query_assist_data_summary_ml_model_tool": "tools" | ||
}, | ||
"user_inputs": { | ||
"parameters": {}, | ||
"type": "flow", | ||
"name": "Query Assist Data Summary Agent", | ||
"description": "this is an query assist data summary agent" | ||
} | ||
} | ||
] | ||
} | ||
} | ||
} |
71 changes: 71 additions & 0 deletions
71
sample-templates/query-assist-data-summary-agent-claude-tested.yml
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@@ -0,0 +1,71 @@ | ||
--- | ||
name: Query Assist Data Summary Agent | ||
description: Create Query Assist Data Summary Agent using Claude on BedRock | ||
use_case: REGISTER_AGENT | ||
version: | ||
template: 1.0.0 | ||
compatibility: | ||
- 2.17.0 | ||
- 3.0.0 | ||
workflows: | ||
provision: | ||
user_params: {} | ||
nodes: | ||
- id: create_claude_connector | ||
type: create_connector | ||
previous_node_inputs: {} | ||
user_inputs: | ||
version: '1' | ||
name: Claude instant runtime Connector | ||
protocol: aws_sigv4 | ||
description: The connector to BedRock service for Claude model | ||
actions: | ||
- headers: | ||
x-amz-content-sha256: required | ||
content-type: application/json | ||
method: POST | ||
request_body: '{"prompt":"${parameters.prompt}", "max_tokens_to_sample":${parameters.max_tokens_to_sample}, | ||
"temperature":${parameters.temperature}, "anthropic_version":"${parameters.anthropic_version}" | ||
}' | ||
action_type: predict | ||
url: https://bedrock-runtime.us-west-2.amazonaws.com/model/anthropic.claude-instant-v1/invoke | ||
credential: | ||
access_key: "<YOUR_ACCESS_KEY>" | ||
secret_key: "<YOUR_SECRET_KEY>" | ||
session_token: "<YOUR_SESSION_TOKEN>" | ||
parameters: | ||
region: us-west-2 | ||
endpoint: bedrock-runtime.us-west-2.amazonaws.com | ||
content_type: application/json | ||
auth: Sig_V4 | ||
max_tokens_to_sample: '8000' | ||
service_name: bedrock | ||
temperature: '0.0001' | ||
response_filter: "$.completion" | ||
anthropic_version: bedrock-2023-05-31 | ||
- id: register_claude_model | ||
type: register_remote_model | ||
previous_node_inputs: | ||
create_claude_connector: connector_id | ||
user_inputs: | ||
description: Claude model | ||
deploy: true | ||
name: claude-instant | ||
- id: create_query_assist_data_summary_ml_model_tool | ||
type: create_tool | ||
previous_node_inputs: | ||
register_claude_model: model_id | ||
user_inputs: | ||
parameters: | ||
prompt: "Human: You are an assistant that helps to summarize the data and provide data insights.\nThe data are queried from OpenSearch index through user's question which was translated into PPL query.\nHere is a sample PPL query: `source=<index> | where <field> = <value>`.\nNow you are given ${parameters.sample_count} sample data out of ${parameters.total_count} total data.\nThe user's question is `${parameters.question}`, the translated PPL query is `${parameters.ppl}` and sample data are:\n```\n${parameters.sample_data}\n```\nCould you help provide a summary of the sample data and provide some useful insights with precise wording and in plain text format, do not use markdown format.\nYou don't need to echo my requirements in response.\n\nAssistant:" | ||
name: MLModelTool | ||
type: MLModelTool | ||
- id: create_query_assist_data_summary_agent | ||
type: register_agent | ||
previous_node_inputs: | ||
create_alert_summary_ml_model_tool: tools | ||
user_inputs: | ||
parameters: {} | ||
type: flow | ||
name: Query Assist Data Summary Agent | ||
description: this is an query assist data summary agent |
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Not a comment on this PR, but note to other reviewers. I wonder if there's a way we can (probably in ML Commons) not require these to be specified in the connector, but instead have them pulled in real time using CredentialsProviders like the AWS SDK client does.