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docs/remote_inference_blueprints/bedrock_connector_blueprint.md
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### Bedrock connector blueprint example | ||
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1. Add connector endpoint to trusted URLs: | ||
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```json | ||
PUT /_cluster/settings | ||
{ | ||
"persistent": { | ||
"plugins.ml_commons.trusted_connector_endpoints_regex": [ | ||
"^https://bedrock-runtime\\..*[a-z0-9-]\\.amazonaws\\.com/.*$" | ||
] | ||
} | ||
} | ||
``` | ||
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2. Create connector for Amazon Bedrock: | ||
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```json | ||
POST /_plugins/_ml/model_groups/_register | ||
{ | ||
"name": "Amazon Bedrock", | ||
"description": "Test connector for Amazon Bedrock", | ||
"version": 1, | ||
"protocol": "aws_sigv4", | ||
"credential": { | ||
"roleArn": "<PLEASE ADD YOUR AWS ROLE ARN HERE>" | ||
}, | ||
"parameters": { | ||
"region": "<PLEASE ADD YOUR AWS REGION HERE>", | ||
"service_name": "bedrock" | ||
}, | ||
"actions": [ | ||
{ | ||
"action_type": "predict", | ||
"method": "POST", | ||
"headers": { | ||
"content-type": "application/json" | ||
}, | ||
"url": "https://bedrock-runtime.us-east-1.amazonaws.com/model/anthropic.claude-v2/invoke", | ||
"request_body": "{\"prompt\":\"\\n\\nHuman: ${parameters.inputs}\\n\\nAssistant:\",\"max_tokens_to_sample\":300,\"temperature\":0.5,\"top_k\":250,\"top_p\":1,\"stop_sequences\":[\"\\\\n\\\\nHuman:\"]}" | ||
} | ||
] | ||
} | ||
``` | ||
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Response: | ||
```json | ||
{"connector_id":"SHDj-ooB0wiuGR4S5sM4"} | ||
``` | ||
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3. Create model group: | ||
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```json | ||
POST /_plugins/_ml/model_groups/_register | ||
{ | ||
"name": "remote_model_group", | ||
"description": "This is an example description" | ||
} | ||
``` | ||
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Response: | ||
```json | ||
{"model_group_id":"SXDn-ooB0wiuGR4SrcNN","status":"CREATED"} | ||
``` | ||
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4. Register model to model group & deploy model: | ||
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```json | ||
POST /_plugins/_ml/models/_register | ||
{ | ||
"name": "anthropic.claude-v2", | ||
"function_name": "remote", | ||
"model_group_id": "SXDn-ooB0wiuGR4SrcNN", | ||
"description": "test model", | ||
"connector_id": "SHDj-ooB0wiuGR4S5sM4" | ||
} | ||
``` | ||
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Response: | ||
```json | ||
{"task_id":"SnDo-ooB0wiuGR4SfMNS","status":"CREATED"} | ||
``` | ||
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```json | ||
GET /_plugins/_ml/tasks/SnDo-ooB0wiuGR4SfMNS | ||
``` | ||
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```json | ||
POST /_plugins/_ml/models/S3Do-ooB0wiuGR4SfcNv/_deploy | ||
``` | ||
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6. Test model inference | ||
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```json | ||
POST /_plugins/_ml/models/S3Do-ooB0wiuGR4SfcNv/_predict | ||
{ | ||
"parameters": { | ||
"inputs": "What is the meaning of life?" | ||
} | ||
} | ||
``` | ||
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Response: | ||
```json | ||
{"inference_results":[{"output":[{"name":"response","dataAsMap":{"completion":" There is no single, universally agreed upon meaning of life. The meaning of life is subjective and personal. Some common perspectives include finding happiness, purpose, spiritual fulfillment, connecting with others, contributing value, and leaving a positive legacy. Ultimately, the meaning of life is what you make of it.","stop_reason":"stop_sequence"}}]}]} | ||
``` |