Factual package intelligence from PyPI

twinkle-kit 0.4.0 package intelligence

Training API for large language models with efficient data handling and advanced optimization techniques.

pip install twinkle-kit

Current version
0.4.0
Python requirement
<3.13,>=3.11
License
Not declared
Distribution type
Pure Python wheel
Release files
2 (1 wheels, 1 source)
Download size
1.0 MiB
Release history
9 releases with files
Median release cadence
9 days

twinkle-kit dependencies

PyPI declares 36 unique dependency rules for this release. Environment markers are shown when supplied by the project.

  1. numpy <2.3.0,>=2.0.0
  2. datasets
  3. omegaconf <3.0.0,>=2.3.0
  4. fastapi
  5. modelscope >=1.34.0
  6. safetensors
  7. peft <=0.19.0,>=0.11.0
  8. transformers
  9. typer >=0.9.0

The compact report shows 25 of 36 declarations. The interactive dependency graph loads the complete metadata.

Compatibility and release files

twinkle-kit publishes 1 wheel and 1 source archive for version 0.4.0. Wheel platform tags: any.

No version-specific Python classifiers are declared.

Metadata completeness

PyPI does not currently declare: license, project URL. PyDeps marks these fields as unknown instead of guessing values.

Release activity and sources

PyPI lists 9 releases with files. The first dated release is ; 9 releases fall within the 365 days preceding the latest dated release. The current release files were uploaded on . The preceding dated release was .

The project does not publish external project URLs in its PyPI metadata.