Experiment Library and Setup (ELIAS)
1. Main functionalities
Config class
Intuitive dataclass extension that addresses issues commonly encountered in research projects.
A Config has the following features:
- Easily persistable to a file (JSON or YAML)
- Stored configs are human-readable and editable
- Special support for storing enums and inheritance structures
- Backward compatibility to allow loading older persisted configs
TODO: Overview image of benefits of using Config over regular dataclass
Philosophy for stored config file types:
- Everything should be human-readable
- JSON for configs that may be viewed often (statistics, preprocessing/training configs, evaluation results)
- YAML for configs that have to be edited (run specifications)
Experiment Workflow Utilities
To speed up the experimentation process with utility classes the elias library assumes the following workflow:
| Stage | Input | Output | Utility |
|---|---|---|---|
| Data Preprocessing |
|
|
DataFolder -> DataManager |
| Training/Fitting |
|
|
ModelManager -> RunManager |
| Evaluation |
|
|
RunManager -> EvaluationManager |
| Manual Analysis | Any model/data | Plots, statistics, images | AnalysisFolder -> AnalysisManager |
1 maintainer
Metadata
1 maintainer
Release files for elias 0.4.19
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| elias-0.4.19.tar.gz | 47.3 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| elias-0.4.19-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 104.3 kB
Release files / elias-0.4.19.tar.gz
| Download URL | elias-0.4.19.tar.gz |
|---|---|
| Size | 47.3 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.12.6
|
Release files / elias-0.4.19-py3-none-any.whl
| Download URL | elias-0.4.19-py3-none-any.whl |
|---|---|
| Size | 56.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.1.0 CPython/3.12.6
|
