Use Weights and Biases Sweeps for Dynamic Configuration generation.
Project description
Dysweep
Dysweep is a Python library enhancing the functionalities of the Weights and Biases sweep library. It allows entire experiments to be executed using a configuration dictionary (YAML/JSON).
Features
-
Checkpointing for the Sweep Server: Dysweep introduces checkpointing that allows resuming certain runs, useful when only a small fraction of runs fail, eliminating the need to re-run the entire sweep.
-
Running Sweeps Over Hierarchies: Dysweep supports hierarchically structured parameters, thereby eliminating the need for hard-coding the selection between different classes.
Dysweep is inspired by DyPy, offering a versatile configuration set that empowers defining experiments at any layer of abstraction.
Applications
Dysweep aids in large-scale hyperparameter tuning across various models/methods and running models over different configurations and datasets. It provides a systematic way to define a sweep in WandB, allowing parallel execution of experiments.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file dysweep-0.1.1.tar.gz
.
File metadata
- Download URL: dysweep-0.1.1.tar.gz
- Upload date:
- Size: 18.2 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.8.17
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8975e3c7b76f06e07be53bb161409e4f9327ee28ded0c0242995782b7defb440 |
|
MD5 | 88cdb2708a3192fa9b327deffbc90b61 |
|
BLAKE2b-256 | 1cab9787f5bc75a0a70fc07c3f3016f11b090d9de1f68088bc23a33c64235a4f |
Provenance
File details
Details for the file dysweep-0.1.1-py3-none-any.whl
.
File metadata
- Download URL: dysweep-0.1.1-py3-none-any.whl
- Upload date:
- Size: 16.2 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.2 CPython/3.8.17
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 33f4e38f22ab5ba844da2bfb69ed22cf065a86a413a78ed6f3f0b983b126dd99 |
|
MD5 | 8ac795bf84076ecf09d39e6fb1c19e04 |
|
BLAKE2b-256 | f94ad510b920ffd587d60e385bb3ee11413af6cb24e64255591b596f6f507dfb |