Sinapsis OpenAI
Templates for seamless integration with OpenAI's powerful APIs
🐍 Installation • 🚀 Features • 📚 Usage example • 🌐 Webapp • 📙 Documentation • 🔍 License
Sinapsis OpenAI provides a powerful and flexible implementation for leveraging OpenAI's APIs. It enables users to easily configure and run various AI tasks including chat completions, audio processing, and image generation/editing.
🐍 Installation
Install using your package manager of choice. We encourage the use of uv
Example with uv:
uv pip install sinapsis-openai --extra-index-url https://pypi.sinapsis.tech
or with raw pip:
pip install sinapsis-openai --extra-index-url https://pypi.sinapsis.tech
🚀 Features
Templates Supported
This module includes multiple templates tailored for different OpenAI tasks:
- OpenAIChatWrapper: Enables chat completions using OpenAI's chat API, supporting models like GPT-4 and GPT-3.5-turbo.
- OpenAIAudioTranslationWrapper: Translates audio input into text in another language using Whisper models.
- OpenAIAudioTranscriptionWrapper: Converts audio input into text, supporting multiple languages and long audio files.
- OpenAIAudioCreationWrapper: Generates audio from text using speech synthesis with multiple voice options.
- OpenAIImageCreationWrapper: Creates images from text prompts using DALL-E models, with configurable sizes and formats.
- OpenAIImageEditionWrapper: Edits images using OpenAI's image editing API, supporting inpainting and variations.
🌍 General Attributes
All templates share the following attribute:
model: Determines which model to use depending on the task chosen.openai_init: Dictionary of attributes related to the arguments of the OpenAI client method. Ensure that values are assigned correctly according to the official OpenAI documentation.
Specific Attributes
There are some attributes specific to the templates used:
OpenAIChatWrapperhas one additional attribute:create(dict, optional): Dictionary of attributes related to the arguments of the OpenAI create method. Ensure that values are assigned correctly according to the official OpenAI chat documentation.
OpenAIAudioTranslationWrapperhas one additional attribute:create(dict, optional): Dictionary of attributes related to the arguments of the OpenAI create method. Ensure that values are assigned correctly according to the official OpenAI audio documentation.
OpenAIAudioTranscriptionWrapperhas two additional attributes:create(dict, optional): Dictionary of attributes related to the arguments of the OpenAI create method. Ensure that values are assigned correctly according to the official OpenAI audio documentation.
OpenAIAudioCreationWrapperhas two additional attributes:output_dir(str, optional): Relative path where the binary audio output file will be saved. Defaults toopenai/openai_audio.mp4.create(dict, optional): Dictionary of attributes related to the arguments of the OpenAI create method. Ensure that values are assigned correctly according to the official OpenAI audio documentation.
OpenAIImageCreationWrapperhas two additional attributes:response_format(Literal, optional): Specifies the format of the API response. Defaults tourl.generate(dict, optional): Dictionary of attributes related to the arguments of the OpenAI generate method. Ensure that values are assigned correctly according to the official OpenAI image documentation.
OpenAIImageEditionWrapperhas three additional attributes:path_to_mask(str, optional): File path to a mask image.path_to_image(str, required): The file path of the original image to be edited. The image is expected to be inpngformat.edit(dict, optional): Dictionary of attributes related to the arguments of the OpenAI edit method. Ensure that values are assigned correctly according to the official OpenAI image documentation.
For example, for OpenAIImageCreationWrapper use sinapsis info --example-template-config OpenAIImageCreationWrapper to produce an example config like:
agent:
name: my_test_agent
templates:
- template_name: InputTemplate
class_name: InputTemplate
attributes: {}
- template_name: OpenAIImageCreationWrapper
class_name: OpenAIImageCreationWrapper
template_input: InputTemplate
attributes:
model: 'dall-e-3'
response_format: url
openai_init:
api_key: null
organization: null
project: null
base_url: null
websocket_base_url: null
timeout: 2
max_retries: 2
default_headers: null
default_query: null
http_client: null
generate:
n: 1
quality: 'standard'
size: '256x256'
style: 'vivid'
user: 'my user'
extra_headers: null
extra_query: null
extra_body: null
timeout: 2
📚 Usage example
Below is an example YAML configuration for chat completions using OpenAI's GPT-4. In this example, we define an agent named my_test_agent and configure a chat template to process a text input ("What is AI?"). The chat template uses GPT-4 with a temperature of 0.2 and limits the response to a maximum of 60 completion tokens. Environment variables are used for API authentication.
Config
agent:
name: my_test_agent
description: "Chat example"
templates:
- template_name: InputTemplate
class_name: InputTemplate
attributes: {}
- template_name: TextInput
class_name: TextInput
template_input: InputTemplate
attributes:
text : What is AI?
- template_name: OpenAIChat
class_name: OpenAIChatWrapper
template_input: TextInput
attributes:
model : gpt-4
openai_init: {}
create:
temperature: 0.2
max_completion_tokens: 60
To run the config, use the CLI:
sinapsis run name_of_config.yml
🌐 Webapp
The webapp provides a simple interface to generate images using OpenAI's DALL-E 3. Just input your text prompt, and the app will create and display the generated image.
git clone git@github.com:Sinapsis-ai/sinapsis-openai.git
cd sinapsis-openai
- template_name: TextInput
class_name: TextInput
template_input: InputTemplate
attributes:
text: "Your new prompt here"
🐳 Docker
IMPORTANT This docker image depends on the sinapsis:base image. Please refer to the official sinapsis instructions to Build with Docker.
- Build the sinapsis-openai image:
docker compose -f docker/compose.yaml build
- Start the app container:
docker compose -f docker/compose_apps.yaml up sinapsis-openai-gradio -d
- Check the status:
docker logs -f sinapsis-openai-gradio
- The logs will display the URL to access the webapp, e.g.:
NOTE: The url can be different, check the output of logs
Running on local URL: http://127.0.0.1:7860
- To stop the app:
docker compose -f docker/compose_apps.yaml down
💻 UV
To run the webapp using the uv package manager, please:
- Create the virtual environment and sync the dependencies:
uv sync --frozen
- Install the wheel:
uv pip install sinapsis-openai[all] --extra-index-url https://pypi.sinapsis.tech
- Activate the environment:
source .venv/bin/activate
- Run the webapp:
python webapps/image_creation.py
- The terminal will display the URL to access the webapp, e.g.:
NOTE: The url can be different, check the output of the terminal
Running on local URL: http://127.0.0.1:7860
📙 Documentation
Documentation for this and other sinapsis packages is available on the sinapsis website
Tutorials for different projects within sinapsis are available at sinapsis tutorials page
🔍 License
This project is licensed under the AGPLv3 license, which encourages open collaboration and sharing. For more details, please refer to the LICENSE file.
For commercial use, please refer to our official Sinapsis website for information on obtaining a commercial license.
Metadata
Release files for sinapsis-openai 0.1.13
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