# ucsinfer

Universal Category System LLM toolkit.

## Running 

```sh 
python -m ucsinfer [command]
```
Pass `--help` to see a summary of subcommands and options.

The subcommands available at this time are `gather` and `evaluate`.

## Functions

* ~recommend~ (in-progress)

  Infer a UCS category for a text description.

* gather

  Scan files to capture existing text descriptions and UCS categories 
  and save as a dataset. This function is used to countruct datasets 
  that `evaluate` can use to test models and finetune can use to 
  refine them.

* ~finetune~ (planned)

  Fine-tune an existing sentence embedding model with training data.

* evaluate

  Use datasets to evaluate the performance of a model and fine-tuning.