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Hyrax 0.8.1 documentation
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Getting started
Installation
Hyrax Hello World
Astronomy Unsupervised
Astronomy Supervised
Core concepts
Required inputs
Configuration system
Hyrax verbs
Data flow in Hyrax
Converting to Hyrax
Dataset class reference
Dataset class notebook example
Model class reference
Model class notebook example
External package setup
Common workflows
Configuration basics
Data requests
List available models and dataset classes
Evaluating with TensorBoard and MLFlow
Working with result datasets
Look up results by ID
Converting Hyrax results to pandas
Converting Hyrax results to Parquet
Learning rate schedulers
Creating and querying a vector database
Checkpointing
Loading pretrained weights
Hyperparameter tuning
Using UMAP
Custom training metrics
Dataset custom collation
Customizing prepare_inputs
Tracing Data Flow
Science examples
Extragalactic Unsupervised Discovery
Transient Classification from Light Curves
Reference and FAQ
Hyrax default configuration
Built-in datasets API
hyrax.datasets.data_cache
hyrax.datasets.data_provider
hyrax.datasets.dataset_registry
hyrax.datasets.downloaded_lsst_dataset
hyrax.datasets.fits_image_dataset
hyrax.datasets.hsc_dataset
hyrax.datasets.hyrax_cifar_dataset
hyrax.datasets.hyrax_csv_dataset
hyrax.datasets.inference_dataset
hyrax.datasets.lsst_dataset
hyrax.datasets.mmu_dataset
hyrax.datasets.nested_pandas_dataset
hyrax.datasets.random
hyrax.datasets.random.hyrax_random_dataset
hyrax.datasets.result_dataset
hyrax.datasets.result_factories
API Reference
main
hyrax
hyrax.config_schemas
hyrax.config_schemas.base
hyrax.config_schemas.data_request
hyrax.config_utils
hyrax.datasets
hyrax.datasets.data_cache
hyrax.datasets.data_provider
hyrax.datasets.dataset_registry
hyrax.datasets.downloaded_lsst_dataset
hyrax.datasets.fits_image_dataset
hyrax.datasets.hsc_dataset
hyrax.datasets.hyrax_cifar_dataset
hyrax.datasets.hyrax_csv_dataset
hyrax.datasets.inference_dataset
hyrax.datasets.lsst_dataset
hyrax.datasets.mmu_dataset
hyrax.datasets.nested_pandas_dataset
hyrax.datasets.random
hyrax.datasets.result_dataset
hyrax.datasets.result_factories
hyrax.download
hyrax.downloadCutout
hyrax.downloadCutout.downloadCutout
hyrax.download_stats
hyrax.gpu_monitor
hyrax.hyrax
hyrax.model_exporters
hyrax.models
hyrax.models.hsc_autoencoder
hyrax.models.hsc_dcae
hyrax.models.hyrax_autoencoder
hyrax.models.hyrax_autoencoderv2
hyrax.models.hyrax_cnn
hyrax.models.hyrax_loopback
hyrax.models.image_dcae
hyrax.models.model_registry
hyrax.models.model_utils
hyrax.models.simclr
hyrax.plugin_utils
hyrax.pytorch_ignite
hyrax.rebuild_manifest
hyrax.tensorboardx_logger
hyrax.trace
hyrax.vector_dbs
hyrax.vector_dbs.chromadb_impl
hyrax.vector_dbs.qdrantdb_impl
hyrax.vector_dbs.vector_db_factory
hyrax.vector_dbs.vector_db_interface
hyrax.verbs
hyrax.verbs.database_connection
hyrax.verbs.engine
hyrax.verbs.infer
hyrax.verbs.lookup
hyrax.verbs.model
hyrax.verbs.prepare
hyrax.verbs.save_to_database
hyrax.verbs.test
hyrax.verbs.to_onnx
hyrax.verbs.train
hyrax.verbs.umap
hyrax.verbs.verb_registry
hyrax.verbs.visualize
.rst
.pdf
hyrax.datasets.random
Contents
Submodules
hyrax.datasets.random
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Submodules
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hyrax.datasets.random.hyrax_random_dataset
Contents
Submodules