|
--- |
|
license: cc-by-nc-sa-2.0 |
|
datasets: |
|
- Edoigtrd/tldr-pages |
|
language: |
|
- en |
|
library_name: transformers |
|
tags: |
|
- code |
|
--- |
|
# T5-nl2bash |
|
|
|
T5-nl2bash is a model that generates bash commands from natural language descriptions. |
|
|
|
This repository contains the trained model, fine-tuned from [Flan-T5 base](https://huggingface.co/google/flan-t5-base). |
|
|
|
# Training data |
|
|
|
- Tldr.sh pages - [tldr-dataset](https://huggingface.co/datasets/Edoigtrd/tldr-pages) |
|
|
|
- nl2bash - [nl2bash](https://github.com/TellinaTool/nl2bash) |
|
|
|
# Model |
|
|
|
The model is fine-tuned from the [Flan-T5 base](https://huggingface.co/google/flan-t5-base) model. |
|
|
|
It has been trained on a single Nvidia L4 from Scaleway, for 4 hours and 4 epochs. |
|
|
|
The model aims to generate bash commands from natural language descriptions. |
|
|
|
|
|
# Results |
|
|
|
> The results are evaluated on an 500 eval subset of the data cited above. |
|
|
|
| Metric | Flan-T5 - Nl2bash | |
|
|--------------------|------------| |
|
| exact | 0.064 | |
|
| rouge | 0.530054 | |
|
| bleu | 0.177511 | |
|
| levenstein average | 0.612479 | |
|
| levenstein median | 0.608696 | |
|
|
|
# Examples : |
|
|
|
| Task | Command | |
|
|------|---------| |
|
| Count time, calls, and errors for each system call and report a summary on program exit | `slurmctl -c path/to/file` | |
|
| Search for a word in all the normal/regular files in the current folder | `find . -type f -exec grep -H` | |
|
| Start the daemon with verbose output coming from specific files in the bluetoothd or plugins source | `bluetoothd-start --verbose path/to/file` | |
|
| Find all directories under current directory and make them read, write, and executable for owner & group and remove read-write-execute permission for others | `find . -type d -exec chmod ug=` | |
|
| Set the verbosity level (error, warn, info, debug, or trace) | `svn -v verbosity` | |
|
| Show the configuration of a virtual machine, specifying its ID | `qm show vm_id` | |
|
| Import VPN configuration | `ipconfig import config` | |
|
| Find all the files ending with ".coffee" in the current folder and search for the words "re" in each line | `find . -name "*.coffee" -exec grep` | |
|
| Run a program from a file | `pstool --run path/to/file` | |
|
| Display details and metadata about a specified portable service image | `portablectl show-image path/to/image` | |
|
| Display all the files in the current folder excluding those which are in the path of ".git" | `find . -path '*.git' -prune -` | |
|
| Find all *.ogg files on the system ignoring the case | `find / -iname "*.ogg"` | |
|
| Print and recursively remove the alphabetically last directory in the current directory | `rmdir -rf` | |
|
|
|
|
|
# License : |
|
|
|
[Creative Commons cc-by-nc-sa 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) |
