Edoigtrd/T5-nl2bash

By Edoigtrd · ↓ 2 · ♥ 2 · Updated 2024-10-14

What's in this repo

This page lists the files in Edoigtrd/T5-nl2bash, including decoder_model.onnx, encoder_model.onnx.

2 ONNX models (.onnx files)
12 files, including 6 .json, 2 .onnx, 1 .md, 1 .safetensors, 1 .model
Last updated 2024-10-14

ONNX files

File	Size	Download
decoder_model.onnx	—	Download
encoder_model.onnx	—	Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

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.

Training data

Tldr.sh pages - tldr-dataset
nl2bash - nl2bash

Model

The model is fine-tuned from the 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

Model info

transformers

transformers onnx safetensors t5 text2text-generation code en dataset:Edoigtrd/tldr-pages license:cc-by-nc-sa-2.0 text-generation-inference endpoints_compatible region:us

↓ 2 ♥ 2

Created: 2024-04-04

Updated: 2024-10-14

View on Hugging Face

Files (12)

.gitattributes

README.md

added_tokens.json

config.json

decoder_model.onnx ONNX

encoder_model.onnx ONNX

generation_config.json

model.safetensors

special_tokens_map.json

spiece.model

tokenizer.json

tokenizer_config.json

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