mshumer/gpt-prompt-engineer - GitHub vs No Code AI Model Builder
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mshumer/gpt-prompt-engineer - GitHub
What is mshumer/gpt-prompt-engineer - GitHub?
mshumer/gpt-prompt-engineer is an open source prompt engineering toolkit that generates, tests, and ranks candidate prompts for a task you define. You describe the use case, supply test cases, and the notebooks create multiple prompt variants, run them against every test case, and sort results with an ELO rating system starting at 1200. It ships as Jupyter notebooks you can run in Google Colab or locally.
Most prompt tools help you write one prompt at a time. gpt-prompt-engineer treats prompt selection like a tournament: dozens of candidates compete on your test cases, and the highest ELO scores surface the winners. Separate notebooks cover classification tasks, Claude 3 Opus with auto-generated test cases, and Opus-to-Haiku conversion for cheaper inference. Optional Weights & Biases and Portkey logging trace each run.
ML engineers, prompt engineers, and AI developers use it when they need reproducible prompt tuning instead of manual trial and error. The repo has 9.7k GitHub stars and runs on your own OpenAI or Anthropic API keys. It is free under the MIT license.
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mshumer/gpt-prompt-engineer - GitHub Upvotes
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mshumer/gpt-prompt-engineer - GitHub Top Features
Generates multiple prompt candidates from a task description and user-supplied test cases
Ranks prompts with an ELO rating system starting at 1200 per candidate
Supports GPT-4, GPT-3.5-Turbo, and Claude 3 Opus model backends
Classification notebook scores true/false test cases and prints a results table
Claude 3 notebook auto-generates test cases from input variable definitions
Opus-to-Haiku conversion notebook cuts latency and cost while preserving output quality
Optional Weights & Biases and Portkey logging for experiment tracking
No Code AI Model Builder Top Features
No top features listedmshumer/gpt-prompt-engineer - GitHub Category
- Model Generation
No Code AI Model Builder Category
- Model Generation
mshumer/gpt-prompt-engineer - GitHub Pricing Type
- Free
No Code AI Model Builder Pricing Type
- Freemium