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unstract's Introduction

Unstract

No-code LLM Platform to launch APIs and ETL Pipelines to structure unstructured documents

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๐Ÿค– Go beyond co-pilots

While co-pilots enable machine-to-human automation, with Unstract, you can go beyond co-pilots by enabling machine-to-machine automation. You can launch APIs that take in complex documents and return structured JSON all with a simple no-code approach. You can also launch unstructured data ETL Pipelines that can read complex documents from a variety of cloud file / object storage systems and write structured data into popular data warehouses and databases.

img Prompt Studio

๐Ÿง˜โ€โ™€๏ธ Three step nirvana

Automate critical business processes that involve complex documents with a human in the loop. Go beyond RPA with the power of Large Language Models.

๐ŸŒŸ Step 1: Add documents to no-code Prompt Studio and do prompt engineering to extract required fields
๐ŸŒŸ Step 2: Configure Prompt Studio project as API deployment or configure input source and output destination for ETL Pipeline
๐ŸŒŸ Step 3: Deploy Workflows as unstructured data APIs or unstructured data ETL Pipelines!

img Using Unstract

๐Ÿš€ Getting started

System Requirements

  • 8GB RAM (recommended)

Prerequisites

  • Linux or MacOS (Intel or M-series)
  • Docker
  • Docker Compose (if you need to install it separately)
  • Git

Next, either download a release or clone this repo and do the following:

โœ… ./run-platform.sh
โœ… Now visit http://frontend.unstract.localhost in your browser
โœ… Use user name and password unstract to login

That's all there is to it!

Another really quick way to experience Unstract is by signing up for our hosted version.

โฉ Quick Start Guide

Unstract comes well documented. You can get introduced to the basics of Unstract, and learn how to connect various systems like LLMs, Vector Databases, Embedding Models and Text Extractors to it. The easiest way to wet your feet is to go through our Quick Start Guide where you actually get to do some prompt engineering in Prompt Studio and launch an API to structure varied credit card statements!

๐Ÿค Ecosystem support

LLM Providers

Provider Status
OpenAI โœ… Working
Google VertexAI, Gemini Pro โœ… Working
Azure OpenAI โœ… Working
Google PaLM โœ… Working
Anyscale โœ… Working
Mistral AI โœ… Working
Replicate ๐Ÿ—“๏ธ Coming soon!
Anthropic ๐Ÿ—“๏ธ Coming soon!

Vector Databases

Provider Status
Qdrant โœ… Working
Weaviate โœ… Working
Milvus ๐Ÿ—“๏ธ Coming soon!
PostgreSQL ๐Ÿ—“๏ธ Coming soon!
Supabase ๐Ÿ—“๏ธ Coming soon!
Pinecone ๐Ÿ—“๏ธ Coming soon!

Embeddings

Provider Status
OpenAI โœ… Working
Azure OpenAI โœ… Working
Google PaLM โœ… Working
Qdrant โœ… Working
Huggingface ๐Ÿ—“๏ธ Coming soon!

Text Extractors

Provider Status
Unstract LLMWhisperer โœ… Working
Unstructured.io Community ๐Ÿ—“๏ธ Coming soon!
Unstructured.io Enterprise ๐Ÿ—“๏ธ Coming soon!
LlamaIndex Parse ๐Ÿ—“๏ธ Coming soon!

ETL Sources

Provider Status
AWS S3 โœ… Working
Minio โœ… Working
Dropbox โœ… Working
Google Drive ๐Ÿ—“๏ธ Coming soon!
Box ๐Ÿ—“๏ธ Coming soon!
Google Cloud Storage ๐Ÿ—“๏ธ Coming soon!
Azure Cloud Storage ๐Ÿ—“๏ธ Coming soon!
HTTP/HTTPS ๐Ÿ—“๏ธ Coming soon!

ETL Destinations

Provider Status
Snowflake โœ… Working
Amazon Redshift โœ… Working
Google Bigquery โœ… Working
PostgreSQL โœ… Working
MySQL ๐Ÿ—“๏ธ Coming soon!
MariaDB ๐Ÿ—“๏ธ Coming soon!
Microsoft SQL Server ๐Ÿ—“๏ธ Coming soon!

๐Ÿ™Œ Contributing

Contributions are welcome! Please read CONTRIBUTE.md for further details on setting up the development environment, etc. It also points you to other detailed documents as needed.

๐Ÿ‘‹ Join the LLM-powered automation community

๐Ÿ“Š A note on analytics

In full disclosure, Unstract integrates Posthog to track usage analytics. As you can inspect the relevant code here, we collect the minimum possible metrics.

unstract's People

Contributors

chandrasekharan-zipstack avatar tahierhussain avatar athul-rs avatar gaya3-zipstack avatar deepak-kesavan avatar johnyrahul avatar mohamed-siddhiq avatar hari-kuriakose avatar jagadeeswaran-zipstack avatar jaseemjaskp avatar vishnuszipstack avatar muhammad-ali-e avatar kirtimanmishrazipstack avatar nehabagdia avatar ritwik-g avatar shuveb avatar arun-venkataswamy avatar vikashpratheepan avatar harini-venkataraman avatar

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