https://github.com/ganggreentempertatum/dspy-examples
my DSPy playground
https://github.com/ganggreentempertatum/dspy-examples
agents dspy python
Last synced: 6 days ago
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my DSPy playground
- Host: GitHub
- URL: https://github.com/ganggreentempertatum/dspy-examples
- Owner: GangGreenTemperTatum
- Created: 2025-01-06T14:20:44.000Z (4 months ago)
- Default Branch: main
- Last Pushed: 2025-04-13T18:18:09.000Z (about 1 month ago)
- Last Synced: 2025-04-13T19:36:19.975Z (about 1 month ago)
- Topics: agents, dspy, python
- Language: Jupyter Notebook
- Homepage:
- Size: 146 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Security: security_eval_agent.py
Awesome Lists containing this project
README
# DSPy Examples
This repository contains practical examples of using DSPy for AI-powered code analysis and security evaluation.
- [DSPy Examples](#dspy-examples)
- [Process](#process)
- [Setup](#setup)
- [Troubleshooting](#troubleshooting)
- [Troubleshooting Ollama](#troubleshooting-ollama)
- [Publications](#publications)
- [References](#references)
# Process
1. Program
1. Design
2. Experiment
2. Evaluate:
1. Create first dataset
2. Refine a metric
3. Iterate
3. Optimize:
1. Tune the things
# Setup
To run the notebooks efficiently, I recommend using the `uv` tool to create a virtual environment and install the required packages.
```bash
uv sync
source .venv/bin/activate
```
To generate a fresh `uv lock` file, run:
```bash
rm uv.lock
uv lock
```
## Troubleshooting
Need to install the `ipykernel` package to run Jupyter notebooks?
```bash
uv pip install ipykernel -U --force-reinstall
uv pip install --upgrade jupyter ipywidgets
jupyter nbextension enable --py widgetsnbextension
```
### Troubleshooting Ollama
```bash
# show running models
ollama ps
# stop all running models
ollama ps | awk 'NR>1 {print $1}' | xargs -n1 ollama stop
```
## Publications
- [Hacking LLM applications: In the trenches with DSPy](https://www.bugcrowd.com/blog/hacking-llm-applications-in-the-trenches-with-dspy/) compliments [`bugcrowd_blog.ipynb`](./dspy_examples/bugcrowd_blog.ipynb)
# References
Inspiration:
- https://x.com/tom_doerr
- [https://dspy.ai/](https://dspy.ai/)
- [https://blog.haizelabs.com/posts/dspy/](https://blog.haizelabs.com/posts/dspy/)
- DSPy [cheatsheet](https://dspy.ai/cheatsheet)