jina | 🔮 Build multimodal AI services via cloud native technologies | Machine Learning library

 by   jina-ai Python Version: 3.25.2 License: Apache-2.0

kandi X-RAY | jina Summary

kandi X-RAY | jina Summary

jina is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Docker applications. jina has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. However jina has 22 bugs. You can install using 'pip install jina' or download it from GitHub, PyPI.

Jina is a neural search framework that empowers anyone to build SOTA and scalable neural search applications in minutes. ️ Save time - The design pattern of neural search systems. Quickly build solutions for indexing, querying, understanding multi-/cross-modal data such as video, image, text, audio, source code, PDF. ️ Local & cloud friendly - Distributed architecture, scalable & cloud-native from day one. Same developer experience on local, Docker Compose, Kubernetes. Serve, scale & share - Serve a local project with HTTP, WebSockets or gRPC endpoints in just minutes. Scale your neural search applications to meet your availability and throughput requirements. Share and reuse building blocks from Hub. Own your stack - Keep end-to-end stack ownership of your solution. Avoid integration pitfalls you get with fragmented, multi-vendor, generic legacy tools. Enjoy the integration with the neural search ecosystem including DocArray, Hub and Finetuner.
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            kandi-support Support

              jina has a medium active ecosystem.
              It has 18565 star(s) with 2127 fork(s). There are 199 watchers for this library.
              There were 1 major release(s) in the last 6 months.
              There are 16 open issues and 1840 have been closed. On average issues are closed in 50 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of jina is 3.25.2

            kandi-Quality Quality

              jina has 22 bugs (0 blocker, 1 critical, 9 major, 12 minor) and 429 code smells.

            kandi-Security Security

              jina has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              jina code analysis shows 0 unresolved vulnerabilities.
              There are 63 security hotspots that need review.

            kandi-License License

              jina is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              jina releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed jina and discovered the below as its top functions. This is intended to give you an instant insight into jina implemented functionality, and help decide if they suit your requirements.
            • Return an instance of FastAPI
            • Get the full version of the module
            • Details of the exception
            • Return the exception code
            • Get results from requests
            • Yields all responses from a stream
            • Return a sequence of Request objects
            • Helper method to stream the requests
            • Parse deployment arguments
            • Fill an overloaded decorator
            • Setup metrics
            • Fill the docstring for an implementation
            • Performs an async post request
            • Add handlers to the logger
            • Setup the server
            • Performs a post request
            • Setup the uvicorn server
            • Write the workflow to a yaml file
            • Parse the data into a BaseExecutor
            • Start a running container
            • Handle a request
            • Creates a client
            • Get results from the API
            • Parse the arguments passed into the command line
            • Perform a single request
            • Convert a protobuf protobuf to a pydant model
            Get all kandi verified functions for this library.

            jina Key Features

            No Key Features are available at this moment for jina.

            jina Examples and Code Snippets

            Server API-YAML config
            Pythondot img1Lines of Code : 104dot img1no licencesLicense : No License
            copy iconCopy
            python -m clip_server my.yml
            
            cat my.yml | python -m clip_server -i
            
            
            ```yaml
            jtype: Flow
            version: '1'
            with:
              port: 51000
            executors:
              - name: clip_t
                uses:
                  jtype: CLIPEncoder
                  metas:
                    py_modules:
                      - clip_server.executo  
            CLIP Search-Start the server
            Pythondot img2Lines of Code : 61dot img2no licencesLicense : No License
            copy iconCopy
            python -m clip_server search_flow.yml
            
            
            ```{code-block} yaml
            ---
            emphasize-lines: 9
            ---
            
            jtype: Flow
            version: '1'
            with:
              port: 61000
            executors:
              - name: encoder
                uses:
                  jtype: CLIPEncoder
                  metas:
                    py_modules:
                      - clip_se  
            Hosted by Jina AI-Connect in Python
            Pythondot img3Lines of Code : 42dot img3no licencesLicense : No License
            copy iconCopy
            
            ```{code-block} python
            ---
            emphasize-lines: 4
            ---
            from clip_client import Client
            
            c = Client(
                'grpcs://api.clip.jina.ai:2096', credential={'Authorization': ''}
            )
            
            r = c.encode(
                [
                    'First do it',
                    'then do it right',
                    'th  

            Community Discussions

            QUESTION

            autoincrement number function-postgres
            Asked 2022-Feb-16 at 11:13

            i have a table like this:

            id person 20 adams 20 george 40 jina 46 rico 80 naya 90 john 90 peter 90 richard

            i want to find a way to select a new_id starting from 1 and increazing +1 every time id is different. for example i want a select with a result like this:

            new_id id person 1 20 adams 1 20 george 2 40 jina 3 46 rico 4 80 naya 5 90 john 5 90 peter 5 90 richard

            is there any function in postgres doing something like that?

            ...

            ANSWER

            Answered 2022-Feb-16 at 11:13

            QUESTION

            Show textbox when dropdownlist field option is selected
            Asked 2022-Jan-27 at 10:00

            In the dropdownlist field when option Jiná společnost: is selected I need to show that the JinaSpolecnostTextBox textbox

            Can you help me?

            ...

            ANSWER

            Answered 2022-Jan-27 at 10:00

            The issue in your code is because $('[PrimaGroupList]') isn't a valid selector. You need to use the 'attribute selector' to retrieve the element by its name. The code should look like this:

            Source https://stackoverflow.com/questions/70876476

            QUESTION

            Group a list of objects by multiple enum values in a list
            Asked 2021-Oct-12 at 17:05

            Context:

            I have a Topic enum:

            ...

            ANSWER

            Answered 2021-Oct-12 at 17:05

            Flattening into tuples could help.

            For example with:

            Source https://stackoverflow.com/questions/69544155

            QUESTION

            How to handle two Lists in thymeleaf with th:switch and th:each
            Asked 2021-Mar-12 at 13:36

            I am getting one list of objects from the database and iterate through that list inside html page with thymeleaf engine using th:switch and th:each. Now I want to change one property from each object from this list to another format, The problem is how do I use those formatted value inside another list in switch statement in thymeleaf with it's corresponding object from the first list.

            Below shows how I loop inside every object to get the value of getKinachoitajika() which is a double number that appears as 5.0E7 in output, now I format it so as to get a display of normal number like 50,000,000 and put those value into an ArrayList of arrItajika and use them inside html file while looping through the objects of the first list.

            ...

            ANSWER

            Answered 2021-Mar-12 at 13:36

            If the indexes of both lists are equal, you can use th:each with an index. See Thymeleaf - How to loop a list by index

            Source https://stackoverflow.com/questions/66599912

            QUESTION

            How to generated the csv file from json data with Java?
            Asked 2020-Dec-05 at 00:41

            I try to generate csv file from json type data. These are my json test data.

            ...

            ANSWER

            Answered 2020-Sep-26 at 07:47

            You can do it with a library Apache Commons IO

            pom.xml

            Source https://stackoverflow.com/questions/64074637

            QUESTION

            overwrite desktop hover style for mobile
            Asked 2020-Sep-18 at 10:20

            In my desktop version, I have some code that allows you to hover over a button to reveal some info/text. How do I reset this in mobile to not do anything at all when tapped on.

            ...

            ANSWER

            Answered 2020-Sep-18 at 10:20

            Try with this media query

            Source https://stackoverflow.com/questions/63953613

            QUESTION

            MongoDB: Querying multiple fields and indexing
            Asked 2020-Jun-21 at 07:39

            I am using MongoDB via mongoose.

            1. What happens when you query an indexed field with a non-indexed field? See code below.

              ...

            ANSWER

            Answered 2020-Jun-21 at 07:39

            To understand what is happening under the hood in mongo queries, you can use explain. For example, consider the following query: db.getCollection('users').find({"name":"ana"}) which queries a non-indexed field. You can use explain on this query as below:

            db.getCollection('users').find({"name":"ana"}).explain("executionStats")

            Part of the result is:

            Source https://stackoverflow.com/questions/62494850

            QUESTION

            Render the key value of a dictionary based on an event in Django
            Asked 2020-Jun-19 at 14:35

            I have two dropdowns in my .html file of Django app namely:

            ...

            ANSWER

            Answered 2020-Jun-19 at 14:35

            You can use Django's template rendering to populate the first dropdown, something like:

            Source https://stackoverflow.com/questions/62471310

            QUESTION

            How can I search variables from another template
            Asked 2020-Jan-18 at 13:30

            I am in my homepage template where I have only search box like google main search page looks like, Now I want to search variables from another template and display it but nothing happen. Below is my code

            Homepage template

            ...

            ANSWER

            Answered 2020-Jan-18 at 13:30

            If I understand you correctly you want to pass the q parameter from the form on your home page to the Miscellaneous view. Currently your code just calls your IndexView in submitting the form and returns to it.

            I guess you are expecting that the form to submit to the Miscellaneous view by adding the url to onclick of your button. I do not think that works like that as onclick expects some javascript function. Your form submits to the url you put into the action attribute of your form, and this is your homepage.

            So the simplest approach would be to change the action attribute of your form to point to your Miscellaneous view:

            Source https://stackoverflow.com/questions/59799071

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install jina

            For Jina 2.x users, please uninstall it via pip uninstall jina before installing Jina 3. Please also read the 2 to 3 migration guide.
            We promise you can build a scalable ResNet-powered image search service in 20 minutes or less, from scratch to Kubernetes. If not, you can forget about Jina.
            Import what we need.
            Import what we need. from docarray import Document, DocumentArray from jina import Executor, Flow, requests
            Copy-paste the preprocessing step and wrap it via Executor: class PreprocImg(Executor): @requests async def foo(self, docs: DocumentArray, **kwargs): for d in docs: ( d.load_uri_to_image_tensor(200, 200) # load .set_image_tensor_normalization() # normalize color .set_image_tensor_channel_axis( -1, 0 ) # switch color axis for the PyTorch model later )
            Copy-paste the embedding step and wrap it via Executor: class EmbedImg(Executor): def __init__(self, **kwargs): super().__init__(**kwargs) import torchvision self.model = torchvision.models.resnet50(pretrained=True) @requests async def foo(self, docs: DocumentArray, **kwargs): docs.embed(self.model)
            Wrap the matching step into an Executor: class MatchImg(Executor): _da = DocumentArray() @requests(on='/index') async def index(self, docs: DocumentArray, **kwargs): self._da.extend(docs) docs.clear() # clear content to save bandwidth @requests(on='/search') async def foo(self, docs: DocumentArray, **kwargs): docs.match(self._da, limit=9) del docs[...][:, ('embedding', 'tensor')] # save bandwidth as it is not needed
            Connect all Executors in a Flow, scale embedding to 3: f = ( Flow(port_expose=12345) .add(uses=PreprocImg) .add(uses=EmbedImg, replicas=3) .add(uses=MatchImg) ) Plot it via f.plot('flow.svg') and you get:
            Download the image dataset.
            Index image data: with f: f.post( '/index', index_data, show_progress=True, request_size=8, ) f.block()

            Support

            Join our Slack community to chat to our engineers about your use cases, questions, and support queries.Join our Engineering All Hands 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/.ical/Meetup group) and live stream on YouTubeSubscribe to the latest video tutorials on our YouTube channel
            Find more information at:

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            Install
          • PyPI

            pip install jina

          • CLONE
          • HTTPS

            https://github.com/jina-ai/jina.git

          • CLI

            gh repo clone jina-ai/jina

          • sshUrl

            git@github.com:jina-ai/jina.git

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