|
|
--- |
|
|
tags: |
|
|
- model_hub_mixin |
|
|
- pytorch_model_hub_mixin |
|
|
- code |
|
|
- azure logic |
|
|
- logic apps |
|
|
license: mit |
|
|
datasets: |
|
|
- albertleigh/az-logic-apps-dataset |
|
|
language: |
|
|
- en |
|
|
base_model: |
|
|
- google-bert/bert-base-uncased |
|
|
--- |
|
|
|
|
|
This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration: |
|
|
- Code: [More Information Needed] |
|
|
- Paper: [More Information Needed] |
|
|
- Docs: [More Information Needed] |
|
|
|
|
|
|
|
|
### BERT Expression Classifier |
|
|
|
|
|
Classify whether text is an Azure Logic App expression: |
|
|
|
|
|
```bash |
|
|
python clis/run_bert_model.py |
|
|
``` |
|
|
|
|
|
**Example Session**: |
|
|
``` |
|
|
Loading model... ✓ |
|
|
|
|
|
============================================================ |
|
|
AzLgcExp BERT Classifier - Interactive CLI |
|
|
============================================================ |
|
|
|
|
|
> @{body('Parse_JSON')?['content']?['main_text']} |
|
|
|
|
|
============================================================ |
|
|
Result: Azure Logic App Expression |
|
|
============================================================ |
|
|
Non-Azure Logic App: 0.0006 (0.06%) |
|
|
Azure Logic App: 0.9994 (99.94%) |
|
|
|
|
|
> tokenizer(text, return_tensors='pt') |
|
|
|
|
|
============================================================ |
|
|
Result: Non-Azure Logic App Expression |
|
|
============================================================ |
|
|
Non-Azure Logic App: 0.9831 (98.31%) |
|
|
Azure Logic App: 0.0169 (1.69%) |
|
|
``` |
|
|
|
|
|
|
|
|
 |
|
|
|
|
|
**Repo**: Available on Github |
|
|
https://github.com/albertleigh/az-lgc-finetuned |