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
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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.
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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.
1 maintainer
Metadata
1 maintainer
Release files for dysweep 0.1.6
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| dysweep-0.1.6.tar.gz | 20.5 kB | Without provenance | Details for dysweep-0.1.6.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| dysweep-0.1.6-py3-none-any.whl | Python 3 | none | any | Details for dysweep-0.1.6-py3-none-any.whl |
Total release size: 39.3 kB
Release files / dysweep-0.1.6.tar.gz
| Download URL | dysweep-0.1.6.tar.gz |
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| Size | 20.5 kB |
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Release files / dysweep-0.1.6-py3-none-any.whl
| Download URL | dysweep-0.1.6-py3-none-any.whl |
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| Size | 18.8 kB |
| Tags | Python 3 |
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