This content originally appeared on DEV Community and was authored by Lauren C.
This is my first interaction with Hugging Face. The free and open Ai option
Date: September 15, 2024
Prerequisites: I bought a 1T external SSD and created this tutorial using the external hard drive. I am using a windows computer. This is where the tutorial begins.
Change directory to D drive
$D:create directory on external SSD titled version of python and pip I'm using
(use website to install)
$mkdir python312
$cd python312
$mkdir Scripts
install python and pip file from website and put in directories and virtual environment with command:
$pip install virtualenvversify it's working by checking the version
python --version
pip --version
virtualenv --version
- Create virtual environment. Tool is called virtualenv. Name of the virtual env. is my_venv.
Next command: python invokes interpreter. -m runs module as script. venv module is invoked and my_venv is name of virtual environment
$ virtualenv my_venv
$python -m venv my_venv
- Activate virtual environment
$.\my_venv\Scripts\activate
- Install Transformers, datasets, and pytourch
$pip install transformers
$pip install datasets
$pip install torch
$ipi install tensorflow
- install Visual Studio from Microsoft website to edit python files and create python files with command:
- Open Visual Studio Installer
- Select Modify and add Python development by checking the box
- click modify $cd Scripts
- create new application in visual studios. Save in script file in D drive. Name "roberta_hugging_face" and save solution and project in same directory
add code to file:
from transformers import pipeline
# Load the sentiment analysis pipeline
sentiment_pipeline = pipeline("sentiment-analysis")
# Perform sentiment analysis
result = sentiment_pipeline("Hugging Face is creating amazing tools for NLP!")
print(result)
- run file. You should be in D:\python312\Scripts\roberta_hugging_face $python roberta_hugging_face.py
install backward compatible package and retry running
$pip install tf-keras
$python roberta_hugging_face.pyWhen download is complete you will see the result for the pipeline "Hugging Face is creating amazing tools for NLP!"
To deactivate
$deactivateSafely disconnect SSD
This content originally appeared on DEV Community and was authored by Lauren C.
Lauren C. | Sciencx (2024-09-14T23:41:49+00:00) Hugging Face: Interacting with Roberta and Hugging Face for the first time. Retrieved from https://www.scien.cx/2024/09/14/hugging-face-interacting-with-roberta-and-hugging-face-for-the-first-time/
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