Classifiers and Transformers Sample Clauses

Classifiers and Transformers. In D4.1 and D5.3 we demonstrated how partners could contribute classifiers and transformers into the SAUCE framework. This was exemplified by a number of reference implementations. Over the course of the project, as a result of a number of contributions from partners and developers, it was necessary to develop, improve, enhance and extend these concepts and provide a robust means to develop, publish and deploy classifiers and transformers. The initial proof of concept leveraged similar patterns to those for publishing vocabularies, namely providing archetypes and boilerplates that could be used to develop interoperable and consistent classifiers and transformers. This included a number of common units of currency such as a base image and uniform interface and set of methods for executing a classification or transformation. Subsequently, informed by requirements, use cases and demand from contributors, this has been extended to incorporate the following additional features: ● Image/container initialisation hooks ● A reusable cache ● Polyglot runtimes ● Teardown and postprocessing hooks ● Asynchronous and synchronous behaviours ● Webhooks, callbacks and publish URL’s The project below provides a boilerplate and archetype for creating, publishing and deploying classifiers and transformers: h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxxxxxxxx-xxxx A number of reference implementations are also available that leverage and utilise this archetype. One of these is a general purpose classifier that can be used as a common classifier for multiple asset types: h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxxxxxxxx-xxxxxxxxxxxxxx Over the course of the project a number of partners contributed classifiers and transformers for different types of asset, leveraging the boilerplate and base images. These are listed below: A Wordnet Enricher (DNEG) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxxxxxx An ImageIO Enricher (DNEG) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxxxxxxxxxxx A Google Vision Enricher (DNEG) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxxxxx An Image Type Classifier (DRZ) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxxxxx-xxxxxxxx An OWL Xxxxxxxx (DNEG) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxx An Alembic Rescaler (DNEG) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxxxxx-xxxxxxxxxxxx A Texture Classifier (DRZ) h ttps://xxxxxx.xxx/xxxxx-xxxxxxxxx/xxxxx-xxxxxx-xxxxxxxxxxxxxx-xxxxxxxx...
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