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trulens-running-evaluations

Orchestrate TruLens evaluations across apps and versions with TruChain, TruGraph, and TruLlama.

3.5k|319|Updated Nov 2, 2020
Search Tags:#evaluation#LLM#RAG#dashboard#ground-truth#TruLens
One-click install
npx skills add https://github.com/truera/trulens --skill trulens-running-evaluations
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: trulens-running-evaluations
Source: https://github.com/truera/trulens/tree/main/skills/running-evaluations
Command: npx skills add https://github.com/truera/trulens --skill trulens-running-evaluations

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

TruLens users need a streamlined workflow to run, orchestrate, and compare evaluations across different app versions and configurations, collecting results for analysis and decision making.

Core Features & Use Cases

  • Orchestrates single and batch TruLens evaluations across wrappers like TruChain, TruGraph, and TruLlama.
  • Aggregates results, surfaces leaderboard insights, and supports ground-truth alignment for rigorous comparisons.
  • Use Case: Instrument an app, configure feedbacks, run evaluations across v1 and v2, and compare results side-by-side in a dashboard.

Quick Start

Use this skill to run TruLens evaluations and retrieve results for visualization.

Frequently Asked Questions about trulens-running-evaluations

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run LLM evaluations across different app versions?▼

You can run LLM evaluations across different app versions by orchestrating single and batch evaluations using TruChain, TruGraph, and TruLlama wrappers to collect and organize results.

How do I compare RAG evaluation results side-by-side?▼

You can compare RAG evaluation results side-by-side by aggregating outcomes into a leaderboard view and using ground-truth alignment for rigorous comparisons across app versions.

What do I need to set up before running TruLens evaluations?▼

Before running TruLens evaluations, you need a configured feedbacks pipeline and an instrumented app using TruChain, TruGraph, or TruLlama wrappers to collect metrics.

Can I retrieve evaluation results without launching the dashboard?▼

Yes, you can retrieve evaluation results without the dashboard by using the retrieve_feedback_results API to programmatically access collected metrics and outcomes.

Does batch evaluation support ground-truth comparisons?▼

Yes, batch evaluation supports ground-truth comparisons by aligning collected feedback results with ground-truth data to rigorously evaluate different app configurations.

Why are my TruLens evaluation results not showing in the dashboard?▼

Evaluation results may not show in the dashboard if the feedbacks pipeline is not properly configured or if the app is not correctly instrumented with TruChain, TruGraph, or TruLlama wrappers.

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