jarray 0.0.0
Jina is the cloud-native neural search framework for any kind of data
License: Apache 2.0
Keywords: jina cloud-native neural-search query search index elastic neural-network encoding embedding serving docker container image video audio deep-learning

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<a href="https://docs.jina.ai"><img src="https://github.com/jina-ai/jina/blob/master/.github/logo-only.gif?raw=true" alt="Jina logo: Jina is a cloud-native neural search framework" width="200px"></a>
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<b>Cloud-Native Neural Search<sup><a href="https://docs.jina.ai/get-started/neural-search/">?</a></sup> Framework for <i>Any</i> Kind of Data</b>
</p>


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<a href="https://pypi.org/project/jina/"><img src="https://github.com/jina-ai/jina/blob/master/.github/badges/python-badge.svg?raw=true" alt="Python 3.7 3.8 3.9" title="Jina supports Python 3.7 and above"></a>
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<!-- start elevator-pitch -->

Jina is a neural search framework that empowers anyone to build SOTA and scalable deep learning search applications in minutes.

⏱️ **Save time** - *The* design pattern of neural search systems. Native support for PyTorch/Keras/ONNX/Paddle. Build solutions in just minutes.

🌌 **All data types** - Process, index, query, and understand videos, images, long/short text, audio, source code, PDFs, etc.

🌩️ **Local & cloud friendly** - Distributed architecture, scalable & cloud-native from day one. Same developer experience on both local and cloud. 

🍱 **Own your stack** - Keep end-to-end stack ownership of your solution. Avoid integration pitfalls you get with
fragmented, multi-vendor, generic legacy tools.

<!-- end elevator-pitch -->

## Install 
```
pip install -U jina
```
More install options including Conda, Docker, Windows [can be found here](https://docs.jina.ai/get-started/install/). 

## [Documentation](https://docs.jina.ai)

## Get Started

<p align="center">
<a href="https://docs.jina.ai"><img src="https://github.com/jina-ai/jina/blob/master/.github/images/readme-get-started.svg?raw=true" alt="Get started with Jina to build production-ready neural search solution via ResNet in less than 20 minutes" width="100%"></a>
</p>

We promise you can build a scalable ResNet-powered image search service in 20 minutes or less, from scratch. If not, you can forget about Jina.


### Basic Concepts <img align="right" src="https://github.com/jina-ai/jina/blob/master/.github/images/clock-1min.svg?raw=true"></img>

Document, Executor, and Flow are three fundamental concepts in Jina.

- [**Document**](https://docs.jina.ai/fundamentals/document/) is the basic data type in Jina;
- [**Executor**](https://docs.jina.ai/fundamentals/executor/) is how Jina processes Documents;
- [**Flow**](https://docs.jina.ai/fundamentals/flow/) is how Jina streamlines and distributes Executors.


Leveraging these three components, let's build an app that **find similar images using ResNet50**.

### ResNet50 Image Search in 20 Lines <img align="right" src="https://github.com/jina-ai/jina/blob/master/.github/images/clock-5min.svg?raw=true"></img>


<sup>💡 Preliminaries: <a href="https://drive.google.com/file/d/1OLg-JRBJJgTYYcXBJ2x35wJyzqSty4mu/view?usp=sharing">download dataset</a>, <a href="https://pytorch.org/get-started/locally/">install PyTorch & Torchvision</a>
</sup>

```python
from jina import DocumentArray, Document

def preproc(d: Document):
    return (d.load_uri_to_image_blob()  # load
             .set_image_blob_normalization()  # normalize color 
             .set_image_blob_channel_axis(-1, 0))  # switch color axis
docs = DocumentArray.from_files('img/*.jpg').apply(preproc)

import torchvision
model = torchvision.models.resnet50(pretrained=True)  # load ResNet50
docs.embed(model, device='cuda')  # embed via GPU to speedup

q = (Document(uri='img/00021.jpg')  # build query image & preprocess
     .load_uri_to_image_blob()
     .set_image_blob_normalization()
     .set_image_blob_channel_axis(-1, 0))
q.embed(model)  # embed
q.match(docs)  # find top-20 nearest neighbours, done!
```

Done! Now print `q.matches` and you'll see the URIs of the most similar images.

<p align="center">
<a href="https://docs.jina.ai"><img src="https://github.com/jina-ai/jina/blob/master/.github/images/readme-q-match.png?raw=true" alt="Print q.matches to get visual similar images in Jina using ResNet50" width="50%"></a>
</p>

Add three lines of code to visualize them:

```python
for m in q.matches:
    m.set_image_blob_channel_axis(0, -1).set_image_blob_inv_normalization()
q.matches.plot_image_sprites()
```

<p align="center">
<a href="https://docs.jina.ai"><img src="https://github.com/jina-ai/jina/blob/master/.github/images/cat-similar.png?raw=true" alt="Visualize visual similar images in Jina using ResNet50" width="50%"></a>
</p>

Sweet! FYI, you can use Keras, ONNX, or PaddlePaddle for the embedding model. Jina supports them well.

### As-a-Service in 10 Extra Lines <img align="right" src="https://github.com/jina-ai/jina/blob/master/.github/images/clock-7min.svg?raw=true"></img>

With an extremely trivial refactoring and ten extra lines of code, you can make the local script a ready-to-serve service:

1. Import what we need.
    ```python
    from jina import Document, DocumentArray, Executor, Flow, requests
    ```
2. Copy-paste the preprocessing step and wrap it via `Executor`:
    ```python
    class PreprocImg(Executor):
        @requests
        def foo(self, docs: DocumentArray, **kwargs):
            for d in docs:
                (d.load_uri_to_image_blob()  # load
                 .set_image_blob_normalization()  # normalize color
                 .set_image_blob_channel_axis(-1, 0))  # switch color axis
    ```
3. Copy-paste the embedding step and wrap it via `Executor`:
    
    ```python   
    class EmbedImg(Executor):
        def __init__(self, **kwargs):
            super().__init__(**kwargs)
            import torchvision
            self.model = torchvision.models.resnet50(pretrained=True)        
   
        @requests
        def foo(self, docs: DocumentArray, **kwargs):
            docs.embed(self.model)
    ```
4. Wrap the matching step into an `Executor`:
    ```python
    class MatchImg(Executor):
        _da = DocumentArray()
    
        @requests(on='/index')
        def index(self, docs: DocumentArray, **kwargs):
            self._da.extend(docs)
    
        @requests(on='/search')
        def foo(self, docs: DocumentArray, **kwargs):
            docs.match(self._da)
            for d in docs.traverse_flat('r,m'):  # only require for visualization
                d.convert_uri_to_datauri()  # convert to datauri
                d.pop('embedding', 'blob')  # remove unnecessary fields for save bandwidth
    ```
5. Connect all `Executor`s in a `Flow`, scale embedding to 3:
    ```python
    f = Flow(port_expose=12345, protocol='http').add(uses=PreprocImg).add(uses=EmbedImg, replicas=3).add(uses=MatchImg)
    ```
    Plot it via `f.plot('flow.svg')` and you get:
    ![](.github/images/readme-flow-plot.svg)

6. Index image data and serve REST query publicly:
    ```python
    with f:
        f.post('/index', DocumentArray.from_files('img/*.jpg'), show_progress=True, request_size=8)
        f.block()
    ```

Done! Now query it via `curl` and you get the most similar images:

<p align="center">
<a href="https://docs.jina.ai"><img src="https://github.com/jina-ai/jina/blob/master/.github/images/readme-curl.png?raw=true" alt="Use curl to query image search service built by Jina & ResNet50" width="80%"></a>
</p>

Or go to `http://0.0.0.0:12345/docs` and test requests via a Swagger UI:

<p align="center">
<a href="https://docs.jina.ai"><img src="https://github.com/jina-ai/jina/blob/master/.github/images/readme-swagger-ui.gif?raw=true" alt="Visualize visual similar images in Jina using ResNet50" width="60%"></a>
</p>

Or use a Python client to access the service:

```python
from jina import Client, Document
from jina.types.request import Response

def print_matches(resp: Response):  # the callback function invoked when task is done
    for idx, d in enumerate(resp.docs[0].matches):  # print top-3 matches
        print(f'[{idx}]{d.scores["cosine"].value:2f}: "{d.uri}"')

c = Client(protocol='http', port=12345)  # connect to localhost:12345
c.post('/search', Document(uri='img/00021.jpg'), on_done=print_matches)
```

At this point, you probably have taken 15 minutes but here we are: an image search service with rich features:

<sup>

||||
|---|---|---|
|✅ Solution as microservices | ✅ Scale in/out any component| ✅ Query via HTTP/WebSocket/gRPC/Client  |
|✅ Distribute/Dockerize components | ✅ Async/non-blocking I/O | ✅ Extendable REST interface |

</sup>

### Deploy to Kubernetes in 7 Minutes <img align="right" src="https://github.com/jina-ai/jina/blob/master/.github/images/clock-7min.svg?raw=true"></img>

Have another seven minutes? We'll show you how to bring your service to the next level by deploying it to Kubernetes.

1. Create a Kubernetes cluster and get credentials (example in GCP, [more K8s providers here](https://docs.jina.ai/advanced/experimental/kubernetes/#preliminaries)):
   ```bash
   gcloud container clusters create test --machine-type e2-highmem-2  --num-nodes 1 --zone europe-west3-a
   gcloud container clusters get-credentials test --zone europe-west3-a --project jina-showcase
   ```
2. Move each `Executor` class to a separate folder with one Python file in each:
   - `PreprocImg` -> 📁 `preproc_img/exec.py`
   - `EmbedImg` -> 📁 `embed_img/exec.py`
   - `MatchImg` -> 📁 `match_img/exec.py`
3. Push all Executors to [Jina Hub](https://hub.jina.ai):
    ```bash
    jina hub push preproc_img
    jina hub push embed_img
    jina hub push embed_img
    ```
   You will get three Hub Executors that can be used via Docker container. 
4. Adjust `Flow` a bit and open it:
    ```python
    f = Flow(name='readme-flow', port_expose=12345, infrastructure='k8s').add(uses='jinahub+docker://PreprocImg').add(uses='jinahub+docker://EmbedImg', replicas=3).add(uses='jinahub+docker://MatchImg')
    with f:
        f.block()
    ```

Intrigued? [Find more about Jina from our docs](https://docs.jina.ai).

## Run Quick Demo

- [👗 Fashion image search](https://docs.jina.ai/get-started/hello-world/fashion/): `jina hello fashion`
- [🤖 QA chatbot](https://docs.jina.ai/get-started/hello-world/covid-19-chatbot/): `pip install "jina[demo]" && jina hello chatbot`
- [📰 Multimodal search](https://docs.jina.ai/get-started/hello-world/multimodal/): `pip install "jina[demo]" && jina hello multimodal`
- 🍴 Fork the source of a demo to your folder: `jina hello fork fashion ../my-proj/`


<!-- start support-pitch -->

## Support

- Join our [Slack community](https://slack.jina.ai) to chat to our engineers about your use cases, questions, and
  support queries.
- Join our [Engineering All Hands](https://youtube.com/playlist?list=PL3UBBWOUVhFYRUa_gpYYKBqEAkO4sxmne) meet-up to
  discuss your use case and learn Jina's new features.
    - **When?** The second Tuesday of every month
    - **Where?**
      Zoom ([see our public calendar](https://calendar.google.com/calendar/embed?src=c_1t5ogfp2d45v8fit981j08mcm4%40group.calendar.google.com&ctz=Europe%2FBerlin)/[.ical](https://calendar.google.com/calendar/ical/c_1t5ogfp2d45v8fit981j08mcm4%40group.calendar.google.com/public/basic.ics)/[Meetup
      group](https://www.meetup.com/jina-community-meetup/))
      and [live stream on YouTube](https://youtube.com/c/jina-ai)
- Subscribe to the latest video tutorials on our [YouTube channel](https://youtube.com/c/jina-ai)

## Join Us

Jina is backed by [Jina AI](https://jina.ai) and licensed under [Apache-2.0](./LICENSE).
[We are actively hiring](https://jobs.jina.ai) AI engineers, solution engineers to build the next neural search
ecosystem in open source.

<!-- end support-pitch -->

## Contributing

We welcome all kinds of contributions from the open-source community, individuals and partners. We owe our success to
your active involvement.

- [Release cycles and development stages](RELEASE.md)
- [Contributing guidelines](CONTRIBUTING.md)
- [Code of conduct](https://github.com/jina-ai/jina/blob/master/.github/CODE_OF_CONDUCT.md)

<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
[![All Contributors](https://img.shields.io/badge/all_contributors-200-orange.svg?style=flat-square)](#contributors-)
<!-- ALL-CONTRIBUTORS-BADGE:END -->

<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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