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🦑 Welcome to TruLens!

TruLens

Don't just vibe-check your llm app! Systematically evaluate and track your LLM experiments with TruLens. As you develop your app including prompts, models, retrievers, knowledge sources and more, TruLens is the tool you need to understand its performance.

Fine-grained, stack-agnostic instrumentation and comprehensive evaluations help you to identify failure modes & systematically iterate to improve your application.

Read more about the core concepts behind TruLens including Feedback Functions, The RAG Triad, and Honest, Harmless and Helpful Evals.

TruLens in the development workflow

Build your first prototype then connect instrumentation and logging with TruLens. Decide what feedbacks you need, and specify them with TruLens to run alongside your app. Then iterate and compare versions of your app in an easy-to-use user interface 👇

Architecture Diagram

Installation and Setup

Install the trulens pip package from PyPI.

    pip install trulens

Quick Usage

Walk through how to instrument and evaluate a RAG built from scratch with TruLens.

Open In Colab

💡 Contributing & Community

Interested in contributing? See our contributing guide for more details.

The best way to support TruLens is to give us a ⭐ on GitHub and join our slack community!

Metadata

Release files for trulens 1.3.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for trulens 1.3.1
File Size Uploaded
trulens-1.3.1.tar.gz 4.2 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for trulens 1.3.1
File Interpreter ABI Platform
trulens-1.3.1-py3-none-any.whl Python 3 none any Details

Total release size: 7.8 kB

Release files / trulens-1.3.1.tar.gz

Download URL trulens-1.3.1.tar.gz
Size 4.2 kB
Tags Source
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Uploaded via twine/5.1.1 CPython/3.11.11

Release files / trulens-1.3.1-py3-none-any.whl

Download URL trulens-1.3.1-py3-none-any.whl
Size 3.6 kB
Tags Python 3
SHA-256 checksum
How to use checksums
23bfdb12c14e0d4aabe6a6844b7efab223fb34c41ae51c5d99a7fffffe7d5721
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488e1d95945e6b334c7835c14b241988c6af2d2addb40d1276524f807b2b788a
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Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/5.1.1 CPython/3.11.11

Release history Release notifications | RSS feed

2.13.1

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2.13.0

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