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feat(analytics): add MLflow integration for MLOps provenance tracking #5673
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24338f9
feat(analytics): add MLflow integration for MLOps provenance tracking
vellanki-santhosh 5568508
enhance(mlflow): Add token_usage tracking, batch logging methods, and…
vellanki-santhosh 4e2a0c5
fix(mlflow): Address PR review feedback
vellanki-santhosh e5d8f8d
feat(mlflow): Add token usage tracking, batch logging, and enhanced m…
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,49 @@ | ||
| import { INodeParams, INodeCredential } from '../src/Interface' | ||
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|
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| class MLflowApi implements INodeCredential { | ||
| label: string | ||
| name: string | ||
| version: number | ||
| description: string | ||
| inputs: INodeParams[] | ||
|
|
||
| constructor() { | ||
| this.label = 'MLflow API' | ||
| this.name = 'mlflowApi' | ||
| this.version = 1.0 | ||
| this.description = | ||
| 'Refer to <a target="_blank" href="https://mlflow.org/docs/latest/index.html">official guide</a> on how to set up MLflow tracking server.' | ||
| this.inputs = [ | ||
| { | ||
| label: 'Tracking URI', | ||
| name: 'mlflowTrackingUri', | ||
| type: 'string', | ||
| description: 'MLflow tracking server URI (e.g., http://localhost:5000)', | ||
| placeholder: 'http://localhost:5000' | ||
| }, | ||
| { | ||
| label: 'API Token', | ||
| name: 'mlflowApiToken', | ||
| type: 'password', | ||
| optional: true, | ||
| description: 'API token for authenticated MLflow servers (e.g., Databricks, managed MLflow)' | ||
| }, | ||
| { | ||
| label: 'Username', | ||
| name: 'mlflowUsername', | ||
| type: 'string', | ||
| optional: true, | ||
| description: 'Username for basic auth (if required)' | ||
| }, | ||
| { | ||
| label: 'Password', | ||
| name: 'mlflowPassword', | ||
| type: 'password', | ||
| optional: true, | ||
| description: 'Password for basic auth (if required)' | ||
| } | ||
| ] | ||
| } | ||
| } | ||
|
|
||
| module.exports = { credClass: MLflowApi } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,33 @@ | ||
| import { INode, INodeParams } from '../../../src/Interface' | ||
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| class MLflow_Analytic implements INode { | ||
| label: string | ||
| name: string | ||
| version: number | ||
| description: string | ||
| type: string | ||
| icon: string | ||
| category: string | ||
| baseClasses: string[] | ||
| inputs?: INodeParams[] | ||
| credential: INodeParams | ||
|
|
||
| constructor() { | ||
| this.label = 'MLflow' | ||
| this.name = 'mlflow' | ||
| this.version = 1.0 | ||
| this.type = 'MLflow' | ||
| this.icon = 'mlflow.svg' | ||
| this.category = 'Analytic' | ||
| this.baseClasses = [this.type] | ||
| this.inputs = [] | ||
| this.credential = { | ||
| label: 'Connect Credential', | ||
| name: 'credential', | ||
| type: 'credential', | ||
| credentialNames: ['mlflowApi'] | ||
| } | ||
| } | ||
| } | ||
|
|
||
| module.exports = { nodeClass: MLflow_Analytic } |
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The
mlflow-tracingdependency is added but it doesn't appear to be used. The MLflow integration is implemented via a customMLflowClientthat uses the REST API directly. To keep dependencies clean and avoid unnecessary package bloat, this unused dependency should be removed.