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79 changes: 79 additions & 0 deletions
79
integrations/lib/multiwoven/integrations/source/aws_sagemaker_model/client.rb
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,79 @@ | ||
| # frozen_string_literal: true | ||
|
|
||
| module Multiwoven::Integrations::Source | ||
| module AwsSagemakerModel | ||
| include Multiwoven::Integrations::Core | ||
| class Client < SourceConnector | ||
| def check_connection(connection_config) | ||
| connection_config = connection_config.with_indifferent_access | ||
| create_connection(connection_config) | ||
| response = @client.describe_endpoint(endpoint_name: connection_config[:endpoint_name]) | ||
| if response.endpoint_status == "InService" | ||
| success_status | ||
| else | ||
| failure_status | ||
| end | ||
| rescue StandardError => e | ||
| ConnectionStatus.new(status: ConnectionStatusType["failed"], message: e.message).to_multiwoven_message | ||
| end | ||
|
|
||
| def discover(_connection_config) | ||
| catalog_json = read_json(CATALOG_SPEC_PATH) | ||
| catalog = build_catalog(catalog_json) | ||
| catalog.to_multiwoven_message | ||
| rescue StandardError => e | ||
| handle_exception(e, { | ||
| context: "AWS:SAGEMAKER MODEL:DISCOVER:EXCEPTION", | ||
| type: "error" | ||
| }) | ||
| end | ||
|
|
||
| def read(sync_config) | ||
| connection_config = sync_config.source.connection_specification | ||
| connection_config = connection_config.with_indifferent_access | ||
| payload = sync_config.model.query | ||
| create_connection(connection_config) | ||
| run_model(connection_config, payload) | ||
| rescue StandardError => e | ||
| handle_exception(e, { | ||
| context: "AWS:SAGEMAKER MODEL:READ:EXCEPTION", | ||
| type: "error", | ||
| sync_id: sync_config.sync_id, | ||
| sync_run_id: sync_config.sync_run_id | ||
| }) | ||
| end | ||
|
|
||
| private | ||
|
|
||
| def create_connection(connection_config) | ||
| @client = Aws::SageMaker::Client.new( | ||
| region: connection_config[:region], | ||
| access_key_id: connection_config[:access_key], | ||
| secret_access_key: connection_config[:secret_access_key] | ||
| ) | ||
|
|
||
| @client_runtime = Aws::SageMakerRuntime::Client.new( | ||
| region: connection_config[:region], | ||
| access_key_id: connection_config[:access_key], | ||
| secret_access_key: connection_config[:secret_access_key] | ||
| ) | ||
| end | ||
|
|
||
| def run_model(connection_config, payload) | ||
| response = @client_runtime.invoke_endpoint( | ||
| endpoint_name: connection_config[:endpoint_name], | ||
| content_type: "application/json", | ||
| body: payload | ||
| ) | ||
| process_response(response) | ||
| rescue StandardError => e | ||
| handle_exception(e, context: "AWS:SAGEMAKER MODEL:RUN_MODEL:EXCEPTION", type: "error") | ||
| end | ||
|
|
||
| def process_response(response) | ||
| data = JSON.parse(response.body.read) | ||
| [RecordMessage.new(data: { response: data }, emitted_at: Time.now.to_i).to_multiwoven_message] | ||
| end | ||
| end | ||
| end | ||
| end |
6 changes: 6 additions & 0 deletions
6
integrations/lib/multiwoven/integrations/source/aws_sagemaker_model/config/catalog.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "request_rate_limit": 600, | ||
| "request_rate_limit_unit": "minute", | ||
| "request_rate_concurrency": 10, | ||
| "streams": [] | ||
| } |
15 changes: 15 additions & 0 deletions
15
integrations/lib/multiwoven/integrations/source/aws_sagemaker_model/config/meta.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,15 @@ | ||
| { | ||
| "data": { | ||
| "name": "AwsSagemakerModel", | ||
| "title": "AWS Sagemaker Model", | ||
| "connector_type": "source", | ||
| "category": "AI Model", | ||
| "documentation_url": "https://docs.mutliwoven.com", | ||
| "github_issue_label": "source-aws-sagemaker-model", | ||
| "icon": "icon.svg", | ||
| "license": "MIT", | ||
| "release_stage": "alpha", | ||
| "support_level": "community", | ||
| "tags": ["language:ruby", "multiwoven"] | ||
| } | ||
| } |
50 changes: 50 additions & 0 deletions
50
integrations/lib/multiwoven/integrations/source/aws_sagemaker_model/config/spec.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,50 @@ | ||
| { | ||
| "documentation_url": "https://docs.multiwoven.com/integrations/sources/aws_sagemaker-model", | ||
| "stream_type": "user_defined", | ||
| "connector_query_type": "ai_ml", | ||
| "connection_specification": { | ||
| "$schema": "http://json-schema.org/draft-07/schema#", | ||
| "title": "AWS Sagemaker Model", | ||
| "type": "object", | ||
| "required": ["access_key", "secret_access_key", "region", "endpoint_name", "request_format", "response_format"], | ||
| "properties": { | ||
| "access_key": { | ||
| "description": "The AWS Access Key ID to use for authentication", | ||
| "type": "string", | ||
| "title": "Personal Access Key", | ||
| "order": 0 | ||
| }, | ||
| "secret_access_key": { | ||
| "description": "The AWS Secret Access Key to use for authentication", | ||
| "type": "string", | ||
| "multiwoven_secret": true, | ||
| "title": "Secret Access Key", | ||
| "order": 1 | ||
| }, | ||
| "region": { | ||
| "description": "AWS region", | ||
| "type": "string", | ||
| "title": "Region", | ||
| "order": 2 | ||
| }, | ||
| "endpoint_name": { | ||
| "description": "Endpoint name for AWS Sagemaker", | ||
| "type": "string", | ||
| "title": "Endpoint name", | ||
| "order": 3 | ||
| }, | ||
| "request_format": { | ||
| "description": "Sample Request Format", | ||
| "type": "string", | ||
| "title": "Request Format", | ||
| "order": 4 | ||
| }, | ||
| "response_format": { | ||
| "description": "Sample Response Format", | ||
| "type": "string", | ||
| "title": "Response Format", | ||
| "order": 5 | ||
| } | ||
| } | ||
| } | ||
| } |
18 changes: 18 additions & 0 deletions
18
integrations/lib/multiwoven/integrations/source/aws_sagemaker_model/icon.svg
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