https://github.com/saba-gul/recipeai-gradio-app
The RecipeAI Gradio App is a tool that generates recipes from food images.
https://github.com/saba-gul/recipeai-gradio-app
Last synced: 6 days ago
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The RecipeAI Gradio App is a tool that generates recipes from food images.
- Host: GitHub
- URL: https://github.com/saba-gul/recipeai-gradio-app
- Owner: Saba-Gul
- Created: 2024-08-16T05:40:52.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2024-08-16T05:52:40.000Z (about 1 year ago)
- Last Synced: 2025-03-03T05:26:39.235Z (7 months ago)
- Language: Jupyter Notebook
- Size: 763 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# RecipeAI Gradio App
## Overview
The RecipeAI Gradio App is a tool that generates recipes from food images. It leverages state-of-the-art AI models to interpret images of food, generate a description, and then use that description to provide a recipe. This project uses a combination of Hugging Face's `transformers`, `langchain`, `OpenAI`, and `Gradio` to create an easy-to-use web interface for recipe generation.
Try the app: https://sabagul-cooking-with-ai-recipebot.hf.space
## Features
- **Image-to-Text Conversion**: Utilizes Salesforce's BLIP model to convert food images into textual descriptions.
- **Recipe Generation**: Uses OpenAI's GPT-3.5 model to generate a list of ingredients and a step-by-step recipe based on the description from the image.
- **User-Friendly Interface**: Provides an interactive web interface with Gradio to upload images and receive recipes.
## Installation
To run the RecipeAI Gradio App, you'll need to install the required packages. You can install them using pip. Run the following commands:
```bash
pip install datasets huggingface_hub
pip install -U transformers
pip install bitsandbytes==0.41.3 accelerate==0.25.0
pip install langchain
pip install openai langchain_openai
pip install typing_extensions
pip install pyttsx3
pip install gtts
pip install gradio
pip install langchain-community langchain-core
```
## Setup
1. **Obtain OpenAI API Key**: You need an OpenAI API key to access GPT-3.5. Make sure to set your OpenAI API key as an environment variable or provide it in the code.
2. **Code Configuration**:
- Ensure you have the API key in your environment:
```python
from google.colab import userdata
OPENAI_API_KEY = userdata.get('OPENAI_API_KEY')
```
- Update the model initialization if needed:
```python
llm = ChatOpenAI(model_name="gpt-3.5-turbo", temperature=0, max_tokens=512, openai_api_key=OPENAI_API_KEY)
```
3. **Run the Application**:
- Execute the script to start the Gradio app:
```python
iface.launch(debug=True)
```
## Usage
1. **Upload Image**: Use the Gradio interface to upload an image of food.
2. **Receive Recipe**: The app will display the list of ingredients and a step-by-step recipe based on the image provided.
## Example
Here's how to use the application:
1. Open the app interface.
2. Upload an image of the food item.
3. Wait for the recipe to be generated and displayed on the screen.