Install More install options Minimum Minimum but more performant With Daemon (JinaD) Full development dependencies Prerelease Autocomplete commands on Bash, Zsh and Fish ...

Troubleshooting On Linux/Mac, building wheels takes long time Solution: update your pip If not, then… On Mac M1 On Windows with conda Troubleshooting This article helps y...

Executor Executor Executor represents a processing component in a Jina Flow. It performs a single task on a Document or DocumentArray . You can create an Executor by extendin...

Document Construct Set/unset attributes Content Load content from URI Embedding Fill embedding from DNN model Find nearest-neighbours Nested Documents Tags Serialization ...

Asynchronous Flow Create AsyncFlow Input & output Using AsyncFlow for overlapping heavy-lifting job Asynchronous Flow AsyncFlow is an “async version” of the Flow class. Th...

Multimodal search Multimodal search Tip We have a Youtube video explaining this demo in detail. Important This demo requires extra dependencies. Please install them via: pi...

Basic Concepts Document Executor Flow Basic Concepts Document, Executor, and Flow are the three fundamental concepts in Jina. Understanding these will help you build your sea...

Full Text Search via Feature Hashing Good-old term frequency Feature hashing Build FeatureHasher executor Result Full Text Search via Feature Hashing Tip Find the full sour...

Document Document Document is the basic data type that Jina operates with text, picture, video, audio, image or 3D mesh: They are all Document s in Jina. DocumentArray is a s...

Executor Features Exception handling Use Executor out of Flow Gracefully close Executor YAML interface Load and save Executor config Meta attributes Workspace Executor Fe...