Skip to main content

Intelligent versioning system for LLM prompts with Git integration

Project description

Prompt Versioner Logo

A comprehensive Python library for managing and versioning LLM prompts, with built-in A/B testing, metric tracking, and performance monitoring capabilities.

License: MIT PyPI - Version Python 3.11+ Downloads GitHub Repo stars

✨ Features🚀 Quick Start📖 Documentation🎯 Examples


🎯 Why Prompt Versioner?

Prompt Versioner provides enterprise-grade prompt management with:

  • 🔄 Version Control: Full versioning of prompts
  • 📊 Performance Tracking: Metrics and regression detection
  • 🧪 A/B Testing: Built-in statistical framework
  • ⚡ Real-time Monitoring: Alerts and dashboards
  • 👥 Team Collaboration: Annotations and reviews
  • 🎨 Modern UI: Responsive web dashboard

✨ Features

🔧 Core Functionality

  • Automatic MAJOR/MINOR/PATCH versioning
  • Metrics tracking: tokens, latency, quality, cost
  • Export & share prompt history
  • Optional Git integration

🧪 Advanced Testing & Monitoring

  • A/B Testing framework
  • Automated regression detection
  • Live metrics dashboards
  • Custom alert thresholds

👥 Collaboration & Management

  • Team annotations and feedback
  • Version comparison & visual diff
  • Search & filtering by metadata, performance, and tags

🎨 Modern Web Interface

  • Interactive dashboard with responsive layout
  • Dark/Light themes
  • Tab navigation for Prompts, Testing, Comparison, Alerts
  • Real-time updates

Dashboard Overview


📦 Installation

Prerequisites

  • Python 3.11+
  • Poetry (recommended) or pip
  • Git (optional)

Using PyPI

pip install prompt-versioner

🚀 Quick Start

from prompt_versioner import PromptVersioner, VersionBump

pv = PromptVersioner(project_name="my-first-project", enable_git=False)
pv.save_version(
    name="assistant",
    system_prompt="You are a helpful assistant.",
    user_prompt="Please answer the following question: {question}",
    bump_type=VersionBump.MAJOR
)

print("✅ Created first prompt version 1.0.0!")

🎨 Web Dashboard

Core Features

📋 Prompts Management

  • Version history with visual diff
  • Semantic search
  • Bulk operations
  • Live preview

Prompts Management

📊 Metrics & Analytics

  • Token usage, latency, cost analysis
  • Quality score tracking

Metrics Dashboard

🧪 A/B Testing

  • Split testing
  • Real-time results

AB Testing Interface

🔍 Version Comparison

  • Side-by-side visual diff
  • Metadata & performance delta
  • Smart annotations

Version Comparison

⚠️ Smart Alerts

  • Automatic detection of regressions
  • Cost and error monitoring
  • Custom metrics & thresholds

Alerts System


💻 CLI Interface

pv init
pv list
pv versions <prompt>
pv show <prompt> <version>
pv diff <prompt> <v1> <v2>
pv compare <prompt> <v1> <v2>
pv delete <prompt> <version>
pv rollback <prompt> <version>
pv dashboard --port 5000

📖 Examples

Examples in examples/ are fully functional:

File Description
basic_usage.py Getting started
version_management.py Advanced version control
metrics_tracking.py Metrics logging
ab_testing.py Statistical testing
performance_monitoring.py Automated monitoring
summarization_example.py Real-world summarization
run_dashboard.py Launch dashboard
clear_db.py Reset database

🌟 Contributing

See CONTRIBUTING.md for contribution guidelines.


📄 License

MIT License - LICENSE


📞 Support


Build by Sveva Pepe, NLP Engineer
⭐ Star this project if it helps you build better AI applications!

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

prompt_versioner-0.2.0.tar.gz (90.4 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

prompt_versioner-0.2.0-py3-none-any.whl (124.8 kB view details)

Uploaded Python 3

File details

Details for the file prompt_versioner-0.2.0.tar.gz.

File metadata

  • Download URL: prompt_versioner-0.2.0.tar.gz
  • Upload date:
  • Size: 90.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.3 CPython/3.11.13 Linux/6.11.0-1018-azure

File hashes

Hashes for prompt_versioner-0.2.0.tar.gz
Algorithm Hash digest
SHA256 78b71ac4c8295ecda846d1064db3de1c99a0fa87b7bb45347585716b9058d0d1
MD5 f3b77db2ae80039b7fd0e66490c4eff1
BLAKE2b-256 141b4b8d276dd0d0451b88170dae8d778e77efe3da853543f8146fe6fc3ac506

See more details on using hashes here.

File details

Details for the file prompt_versioner-0.2.0-py3-none-any.whl.

File metadata

  • Download URL: prompt_versioner-0.2.0-py3-none-any.whl
  • Upload date:
  • Size: 124.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.3 CPython/3.11.13 Linux/6.11.0-1018-azure

File hashes

Hashes for prompt_versioner-0.2.0-py3-none-any.whl
Algorithm Hash digest
SHA256 e88de5d41e418801aef72e3b172c8904493be9d2abd80cc5b02b6115ca5bcaaf
MD5 a5d42707d441a9d40aa58ebd03a58e9f
BLAKE2b-256 f54c486e37ce306fbdf95635562fe85a446838bef90b1feee6c96bc1471c70a3

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page