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    52 repositories

    • refinery-gateway

      Public
      Gateway for refinery. Manages incoming requests and holds the workflow logic. To interact with the gateway, the UI or Python SDK can be used.
      Python
      •
      Apache License 2.0
      •3•1•2•4•Updated Dec 9, 2025Dec 9, 2025

    • refinery-weak-supervisor

      Public
      Weak supervision for refinery. Manages the integration of heuristics such as labeling functions, active learners or zero-shot classifiers. Uses the weak-nlp library for the actual integration logic and algorithms.
      Python
      •
      Apache License 2.0
      •1•0•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-updater

      Public
      Updater for refinery. Manages migration logic to new versions if required.
      Python
      •
      Apache License 2.0
      •1•0•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-ui

      Public
      TypeScript
      •0•1•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-tokenizer

      Public
      Tokenizer for refinery. Manages the creation and storage of spaCy tokens for text-based record attributes and supports multiple language models. It is used by the gateway.
      Python
      •
      Apache License 2.0
      •1•1•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-neural-search

      Public
      Neural search for refinery. Manages similarity search powered by Qdrant and outlier detection, both based on vector representations of the project records.
      Python
      •
      Apache License 2.0
      •1•5•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-ml-exec-env

      Public
      Execution environment for the active learning module in refinery. Containerized function as a service to build active learning models using scikit-learn and sequence-learn.
      Python
      •
      Apache License 2.0
      •1•0•1•2•Updated Dec 9, 2025Dec 9, 2025

    • refinery-lf-exec-env

      Public
      Execution environment for labeling functions in refinery. Containerized function as a service to execute user-defined Python scripts.
      Python
      •
      Apache License 2.0
      •1•0•0•2•Updated Dec 9, 2025Dec 9, 2025

    • refinery-entry

      Public
      TypeScript
      •0•0•0•1•Updated Dec 9, 2025Dec 9, 2025

    • refinery-embedder

      Public
      Embedder for refinery. Manages the creation of document- and token-level embeddings using the embedders library.
      Python
      •
      Apache License 2.0
      •1•1•0•2•Updated Dec 9, 2025Dec 9, 2025

    • refinery-ac-exec-env

      Public
      Execution environment for attribute calculation in refinery. Containerized function as a service to build custom attributes derived from the original data.
      Python
      •
      Apache License 2.0
      •1•0•1•2•Updated Dec 9, 2025Dec 9, 2025

    • refinery-authorizer

      Public
      Evaluates whether a user has access to certain resources.
      Python
      •
      Apache License 2.0
      •2•0•0•0•Updated Dec 9, 2025Dec 9, 2025

    • submodule-javascript-functions

      Public
      TypeScript
      •0•0•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-submodule-model

      Public
      Data model for refinery. Manages entities and their access for multiple services, e.g. the gateway.
      Python
      •
      Apache License 2.0
      •1•3•0•4•Updated Dec 9, 2025Dec 9, 2025

    • submodule-react-components

      Public
      TypeScript
      •0•0•0•0•Updated Dec 9, 2025Dec 9, 2025

    • refinery-submodule-parent-images

      Public
      Submodule which contains the requirements of the different parent images of refinery.
      Python
      •
      Apache License 2.0
      •0•1•0•1•Updated Dec 6, 2025Dec 6, 2025

    • refinery-torch-cuda-parent-image

      Public
      Defines parent image for the Docker images of the refinery services that require torch (gpu).
      Shell
      •
      Apache License 2.0
      •0•0•0•0•Updated Nov 27, 2025Nov 27, 2025

    • refinery-torch-cpu-parent-image

      Public
      Defines parent image for the Docker images of the refinery services that require torch (cpu).
      Shell
      •
      Apache License 2.0
      •0•0•0•0•Updated Nov 26, 2025Nov 26, 2025

    • refinery-exec-env-parent-image

      Public
      Defines parent image for the Docker images of the refinery services which provide an execution environment.
      Shell
      •
      Apache License 2.0
      •0•0•0•0•Updated Nov 26, 2025Nov 26, 2025

    • refinery-common-parent-image

      Public
      Defines parent image for the Docker images of the refinery services which require the integration of the model and the s3 submodule.
      Shell
      •
      Apache License 2.0
      •0•0•0•0•Updated Nov 26, 2025Nov 26, 2025

    • refinery-mini-parent-image

      Public
      Defines parent image for the Docker images of the refinery services with the smallest set of requirements.
      Shell
      •
      Apache License 2.0
      •0•0•0•0•Updated Nov 26, 2025Nov 26, 2025

    • cicd-deployment-scripts

      Public
      Scripts used for Kern AI CI/CD efforts
      Shell
      •0•0•1•1•Updated Nov 25, 2025Nov 25, 2025

    • refinery-websocket

      Public
      Websocket module for refinery. Enables asynchronous notifications inside the application.
      Go
      •
      Apache License 2.0
      •1•0•0•0•Updated Oct 20, 2025Oct 20, 2025

    • submodule-tailwind-config

      Public
      JavaScript
      •0•0•0•0•Updated Sep 30, 2025Sep 30, 2025

    • refinery-next-parent-image

      Public
      Dockerfile
      •
      Apache License 2.0
      •0•0•0•1•Updated Sep 4, 2025Sep 4, 2025

    • refinery-submodule-s3

      Public
      S3 related AWS and Minio logic.
      Python
      •
      Apache License 2.0
      •1•0•0•0•Updated Jul 21, 2025Jul 21, 2025

    • embedders

      Public
      With embedders, you can easily convert your texts into sentence- or token-level embeddings within a few lines of code. Use cases for this include similarity search between texts, information extraction such as named entity recognition, or basic text classification.
      pythonnlpmachine-learningnatural-language-processingnamed-entity-recognitionclassificationrepresentation-learningnersimilarity-search
      Python
      •
      Apache License 2.0
      •2•21•1•1•Updated Jul 14, 2025Jul 14, 2025

    • refinery-gateway-proxy

      Public archive
      Gateway proxy for refinery. Manages incoming requests and forwards them to the gateway. Used by the Python SDK.
      Python
      •
      Apache License 2.0
      •2•0•0•0•Updated Jul 10, 2025Jul 10, 2025

    • bricks

      Public
      Open-source natural language enrichments at your fingertips.
      pythonnatural-language-processingbest-practicestemplatesnatural-language-understanding
      Python
      •
      Apache License 2.0
      •24•461•73•10•Updated Jan 14, 2025Jan 14, 2025

    • refinery

      Public
      The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
      pythonnlpdata-sciencemachine-learningnatural-language-processingdeep-learningtext-classificationannotationstransformersartificial-intelligence
      Python
      •
      Apache License 2.0
      •74•1.5k•70•0•Updated Dec 9, 2024Dec 9, 2024