Simple, fast random forests.
Random forests with a runtime of O(n d log(n) + n_estimators d n max_depth) instead of O(n_estimators mtry n log(n) max_depth).
biosphere is available as a rust crate and as a Python package.
Ran on an M1 Pro with n_jobs=4. Wall-time to fit a Random Forest including OOB score with 400 trees to
the NYC Taxi dataset,
minimum over 10 runs. After feature engineering, the dataset consists of 5 numerical and 7 one-hot encoded
features.
| model | 1000 | 2000 | 4000 | 8000 | 16000 | 32000 | 64000 | 128000 | 256000 | 512000 | 1024000 | 2048000 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| biosphere | 0.04s | 0.08s | 0.15s | 0.32s | 0.65s | 1.40s | 2.97s | 6.48s | 15.53s | 37.91s | 96.69s | 231.82s |
| scikit-learn | 0.28s | 0.34s | 0.46s | 0.69s | 1.23s | 2.47s | 4.99s | 10.49s | 22.11s | 51.04s | 118.95s | 271.03s |
FAQs
Simple, fast random forests
We found that biosphere demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?
Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.
Security News
PyPI confirms no security flaws were exploited in the Ultralytics supply chain attack and highlights improvements for safer package publishing.
Security News
Research
The Socket Research Team breaks down a malicious wrapper package that uses obfuscation to harvest credentials and exfiltrate sensitive data.
Research
Security News
Attackers used a malicious npm package typosquatting a popular ESLint plugin to steal sensitive data, execute commands, and exploit developer systems.
