genflow-lib 0.1.10

A library for orchestrating AI workflows.

GenFlow

Description

GenFlow is an innovative AI workflow engine, designed to integrate seamlessly with a node-based web interface. It enables users to orchestrate complex workflows involving various AI models for generating multimedia content, including images, text, audio, and video, all within a single, unified platform.

Features

• Diverse AI Model Integration: Effortlessly combine a broad spectrum of AI models.
• Multimedia Content Generation: Create images, text, audio, and video within the same workflow.
• Flexible Execution Environments: Supports both local and remote execution options.
• Comprehensive Platform Support: Utilize models from leading platforms like Huggingface, Replicate, and OpenAI.
• Advanced Database Integration: Leverage support for vector databases to enhance your workflows.
• ComfyUI Workflows: Incorporate ComfyUI workflows for enhanced user interaction.
• Retrieval Augmented Generation: Implement RAG for sophisticated data retrieval and generation.
• Serverless GPU Deployment: Easily deploy workflows on serverless GPU platforms, including modal.com, for scalable processing power.

Installation

GenFlow supports various Python environments, including CPython and PyPy. The installation instructions provided below cater to both environments for maximum compatibility.

For CPython (default Python implementation)

pip install genflow-lib

Usage

To get started with GenFlow:

genflow setup

Execution

• GenFlow Node Editor: Install the GenFlow Node Editor for an intuitive, graphical interface to design and manage workflows.
• Command Line Execution: Alternatively, execute workflows directly from the command line for automation and scripting purposes.

Implementing Nodes

New nodes can be added by subclassing GenflowNode.

Node properties are defined using class fields with type annotations.

The node operation is defined in the process method, which takes a context object, allowing I/O amongst other operations.

class MyNode(GenflowNode):
    a: str = ""
    b: str = ""

    async def process(self, context: ProcessingContext) -> str:
      return self.a + self.b

Environment Variables

Configuration can be passes as environment variables, or from configuration files. A dot env (.env) file will be read if present in the working dirctory.

General Configuration

Variable	Description	Default
ASSET_BUCKET	S3 bucket for storing asset files	"images"
TEMP_BUCKET	S3 bucket for storing temporary files	"temp"
COMFY_FOLDER	Location of ComfyUI folder (optional)	None
ENV	Environment mode ("development" or "production")	"development"
LOG_LEVEL	Logging level	"INFO"
AWS_REGION	AWS region	"us-east-1"
GENFLOW_API_URL	URL of the Genflow API server	"http://localhost:8000/api"

Database Configuration

Variable	Description	Default
DB_PATH	Path to the SQLite database file	"./data/genflow.db"

AWS Configuration

Variable	Description	Default
AWS_ACCESS_KEY_ID	AWS access key ID	None
AWS_SECRET_ACCESS_KEY	AWS secret access key	None
DYNAMO_ENDPOINT_URL	DynamoDB endpoint URL (for local development)	None
DYNAMO_REGION	DynamoDB region	AWS_REGION
DYNAMO_ACCESS_KEY_ID	DynamoDB access key ID	AWS_ACCESS_KEY_ID
DYNAMO_SECRET_ACCESS_KEY	DynamoDB secret access key	AWS_SECRET_ACCESS_KEY
S3_ENDPOINT_URL	S3 endpoint URL (for local development)	None
S3_ACCESS_KEY_ID	S3 access key ID	AWS_ACCESS_KEY_ID
S3_SECRET_ACCESS_KEY	S3 secret access key	AWS_SECRET_ACCESS_KEY
S3_REGION	S3 region	AWS_REGION

API Keys and Tokens

Variable	Description
OPENAI_API_KEY	OpenAI API key (optional)
HF_TOKEN	Hugging Face token (optional)
REPLICATE_API_TOKEN	Replicate API token (optional)
CHROMA_TOKEN	Chroma token
NGROK_TOKEN	ngrok token

OAuth Configuration

Variable	Description
GOOGLE_CLIENT_ID	Google OAuth client ID
GOOGLE_CLIENT_SECRET	Google OAuth client secret

Other Configuration

Variable	Description
WORKER_URL	URL of the worker server
CHROMA_URL	URL of the Chroma server

Setup Files

The following files are used for storing settings and secrets:

• settings.yaml: Stores general settings
• secrets.yaml: Stores secret values (API keys, tokens, etc.)

The location of these files depends on the operating system:

• Linux/macOS: ~/.config/genflow/
• Windows: %APPDATA%\genflow\

If the files don't exist, default values will be used.

API Endpoints

Endpoint	Method	Description	Query Key	Query Value	Body Key	Body Value
/api/assets/	GET	Returns all assets for a given user or workflow.	parent_id	string, nullable	-	-
			content_type	string, nullable	-	-
			cursor	string, nullable	-	-
			page_size	number, nullable	-	-
/api/assets/	POST	Create a new asset.	-	-	workflow_id	string, nullable
			-	-	parent_id	string, nullable
			-	-	name	string
			-	-	content_type	string
/api/assets/{id}	GET	Returns the asset for the given id.	-	-	-	-
/api/assets/{id}	PUT	Updates the asset for the given id.	-	-	name	string, nullable
			-	-	parent_id	string
			-	-	status	string, nullable
			-	-	content_type	string, nullable
/api/assets/{id}	DELETE	Deletes the asset for the given id.	-	-	-	-
/api/jobs/{id}	GET	Returns the status of a job.	-	-	-	-
/api/jobs/	GET	Returns all assets for a given user or workflow.	workflow_id	string, nullable	-	-
			cursor	string, nullable	-	-
			page_size	number, nullable	-	-
/api/jobs/	POST	Run	-	-	job_type	string, default: 'workflow'
			-	-	params	unknown
			-	-	workflow_id	string
			-	-	user_id	string
			-	-	auth_token	string
			-	-	env	Record<string, never>, nullable
			-	-	graph	Graph
/api/auth/validate-token	POST	Checks if the given token is valid.	-	-	token	string
/api/auth/login	POST	Logs a user in with one time passcode. Returns an auth token that can be used for future requests.	-	-	email	string
			-	-	passcode	string
/api/auth/signup	POST	Creates a new user for given email address. Returns an auth token that can be used for future requests.	-	-	email	string
/api/auth/oauth/login	POST	Oauth Login	-	-	redirect_uri	string
			-	-	provider	OAuthProvider
/api/auth/oauth/callback	POST	Oauth Callback	-	-	provider	OAuthProvider
			-	-	state	string
			-	-	authorization_response	string
			-	-	redirect_uri	string
/api/nodes/dummy	GET	Returns a dummy node.	-	-	-	-
/api/nodes/metadata	GET	Returns a list of all node metadata.	-	-	-	-
`/api

Contribution

We welcome contributions from the community! To contribute to GenFlow, please adhere to our contribution guidelines. Your efforts help us improve and evolve this project.

License

GenFlow is made available under the terms of the GPL3 License, promoting open-source collaboration and sharing.

Contact

For inquiries, suggestions, or contributions, please reach out to the core team:

• Matthias Georgi
• David Buerer
• Severin Schwanck

GitHub: https://github.com/Gen-Flow/genflow