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Jina NOW - get your neural search case up and running in minutes.

Project description

Jina NOW logo: The data structure for unstructured data

One line to host them all. Bootstrap your image search case in minutes.

Python 3.7 3.8 3.9 3.10 PyPI

NOW gives the world access to customized neural image search in just one line of code. Main features

  • 🐥 Easy: No engineering skills required
  • 🐎 Fast: Set up your search case within minutes
  • 🌈 Quality: If you provide labels to your documents, Jina NOW fine-tunes a model for you
  • 🌳 Reliable: We take care of the deployment and maintenance (coming soon)

Installation

pip install jina-now

In case you need sudo for running Docker, install and use jina-now using sudo as well.

Mac M1

For the Mac M1 it is generally recommended using a conda environment as outlined in the Jina documentation.

Usage

jina-now [start | stop] --data [pushpullid | localpath | url] --quality [medium | good | excellent] --cluster [k8s-cluster-name]

quick start

jina-now start

use cli parameters

jina-now start --quality medium --data /local/img/folder

Cleanup

jina-now stop

Requirements

  • python 3.7, 3.8 or 3.9

Local execution

  • docker installation
  • 10 GB assigned to docker
  • user must be permitted to run docker containers

Google Cloud deployment

  • billing account enabled

Jina Flow as a service

  • no further requirements (coming soon)

Supported Modalities (more will be added)

  • Text
  • Image
  • Audio
  • Video
  • 3D mesh
  • PDF
  • ...

Examples

Fashion

Fine-tuned on category, gender and product variant
image

Chest X-Ray

Fine-tuned on diagnoses given by doctors

NFT - bored apes

Fine-tuned on the attributes of the Apes

Art

Fine-tuned on the art genre
image

Cars

Color invariant fine-tuning on the car model
image

Street view

Fine-tuned on country classification
image

Birds

Fine-tuned on bird species
image

Now use your custom data :)

Project details


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