Gitcoin Deep Funding Level I Model

Level I submission package and reproducible modeling code for the Gitcoin x Ethereum Foundation Deep Funding Contest.

Project Scope

This repository contains the Level I model only:

• predict weights for the Level I repos relative to ethereum
• generate a valid submission CSV
• include the writeup required for prize eligibility

Final Submission

Primary submission file:

• level1/submission_level1_recommended.csv

Current selected model:

• compact pairwise model using:
  • l1-predictions.csv
  • originality-weights.csv
  • Level III outgoing dependency count

Repository Layout

• level1/
  • Level I scripts, outputs, notes, and writeup
• originality-predictions.csv
  • contest-source Level II prior
• originality-weights.csv
  • contest-source Level II prior
• pairs_to_predict.csv
  • contest-source Level III dependency graph
• seedReposWithDependenciesAndWeights.json
  • contest-source Level III weighted dependency prior

Main Files

• level1/generate_level1_submission.py
• level1/validate_level1_submission.py
• level1/analyze_level1_trial.py
• level1/level1_writeup.docx
• level1/level1_writeup.md
• level1/submission_level1_recommended.csv

Requirements

Python packages used:

• numpy
• scipy
• python-docx

Install them with:

python -m pip install -r requirements.txt

Reproduce The Final CSV

From the repository root:

python .\level1\generate_level1_submission.py --method pairwise_simple_model --pairwise-alpha 20 --output submission_level1_recommended.csv
python .\level1\validate_level1_submission.py --submission submission_level1_recommended.csv

Writeup

Prize eligibility requires a writeup. This repo includes:

• level1/level1_writeup.docx
• level1/level1_writeup.md

Notes

• This repository is intentionally focused on Level I only.
• The model was selected using local historical calibration proxies.
• Hidden contest jury data is not included here, so local proxy performance is not a guarantee of leaderboard score.