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--- |
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license: cc-by-nc-sa-2.0 |
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datasets: |
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- Edoigtrd/tldr-pages |
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language: |
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- en |
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library_name: transformers |
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tags: |
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- code |
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--- |
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# T5-nl2cmd |
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T5-nl2cmd is a model that generates bash commands from natural language descriptions. |
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This repository contains the trained model, fine-tuned from [Flan-T5 base](https://huggingface.co/google/flan-t5-base). |
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# Training data |
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- Tldr.sh pages - [tldr-dataset](https://huggingface.co/datasets/Edoigtrd/tldr-pages) |
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- nl2bash - [nl2bash](https://github.com/TellinaTool/nl2bash) |
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# Model |
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The model is fine-tuned from the [Flan-T5 base](https://huggingface.co/google/flan-t5-base) model. |
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It has been trained on a single Nvidia L4 from Scaleway, for 4 hours and 4 epochs. |
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The model aims to generate bash commands from natural language descriptions. |
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# Results |
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> The results are evaluated on an 500 eval subset of the data cited above. |
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| Metric | Flan-T5 - Nl2cmd | |
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|--------------------|------------| |
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| exact | 0.064 | |
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| rouge | 0.530054 | |
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| bleu | 0.177511 | |
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| levenstein average | 0.612479 | |
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| levenstein median | 0.608696 | |
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# Examples : |
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| Task | Command | |
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|------|---------| |
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| Count time, calls, and errors for each system call and report a summary on program exit | `slurmctl -c path/to/file` | |
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| Search for a word in all the normal/regular files in the current folder | `find . -type f -exec grep -H` | |
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| Start the daemon with verbose output coming from specific files in the bluetoothd or plugins source | `bluetoothd-start --verbose path/to/file` | |
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| 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=` | |
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| Set the verbosity level (error, warn, info, debug, or trace) | `svn -v verbosity` | |
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| Show the configuration of a virtual machine, specifying its ID | `qm show vm_id` | |
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| Import VPN configuration | `ipconfig import config` | |
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| 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` | |
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| Run a program from a file | `pstool --run path/to/file` | |
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| Display details and metadata about a specified portable service image | `portablectl show-image path/to/image` | |
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| Display all the files in the current folder excluding those which are in the path of ".git" | `find . -path '*.git' -prune -` | |
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| Find all *.ogg files on the system ignoring the case | `find / -iname "*.ogg"` | |
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| Print and recursively remove the alphabetically last directory in the current directory | `rmdir -rf` | |
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# License : |
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[Creative Commons cc-by-nc-sa 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) |
