A framework for writing Unstract Tools/Apps
Project description
Unstract
No-code LLM Platform to launch APIs and ETL Pipelines to structure unstructured documents
Unstract SDK
The unstract-sdk
package helps with developing tools that are meant to be run on the Unstract platform. This includes
modules to help with tool development and execution, caching, making calls to LLMs / vectorDBs / embeddings .etc.
They also contain helper methods/classes to aid with other tasks such as indexing and auditing the LLM calls.
Installation
- The below libraries need to be installed to run the SDK
-
Linux
sudo apt install build-essential pkg-config libmagic-dev tesseract-ocr pandoc
-
Mac
brew install pkg-config libmagic pandoc tesseract-ocr
-
Tools
Create a scaffolding for a new tool
Example
unstract-tool-gen --command NEW --tool-name <name of tool> \
--location ~/path_to_repository/unstract-tools/ --overwrite false
Supported commands:
NEW
- Create a new tool
Environment variables required for all Tools
Variable | Description |
---|---|
PLATFORM_SERVICE_HOST |
The host in which the platform service is running |
PLATFORM_SERVICE_PORT |
The port in which the service is listening |
PLATFORM_SERVICE_API_KEY |
The API key for the platform |
TOOL_DATA_DIR |
The directory in the filesystem which has contents for tool execution |
Llama Index support
Unstract SDK 0.3.2 uses the following version of Llama Index Version 0.9.28 as on January 14th, 2024
Developing with the SDK
Ensure that you have all the required dependencies and pre-commit hooks installed
pdm install
pre-commit install
Once the changes have been made, it can be tested with Unstract through the following means.
With PDM
Specify the SDK as a dependency to a project using a tool like pdm
by adding the following to your pyproject.toml
[tool.pdm.dev-dependencies]
local_copies = [
"-e unstract-adapters @ file:///${UNSTRACT_ADAPTERS_PATH}",
"-e unstract-sdk @ file:///${UNSTRACT_SDK_PATH}",
]
Or by running the below command
pdm add -e /path/to/unstract-sdk --dev
With pip
- If the project is using
pip
it might be possible to add it as a dependency inrequirements.txt
-e /path/to/unstract-sdk
NOTE: Building locally might require the below section to be replaced in the unstract-sdk
's build system configuration
[build-system]
requires = ["setuptools", "wheel"]
build-backend = "setuptools.build_meta"
- Another option is to provide a git URL in
requirements.txt
, this can come in handy while building tool docker images. Don't forget to runapt install git
within theDockerfile
for this
unstract-sdk @ git+https://github.com/Zipstack/unstract-sdk@feature-branch
- Or try installing a local PyPI server and upload / download your package from this server
Documentation generation
Follow this README.md for generating documentation.
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