RAIL
eac/introspection
Getting Started
Overview
A brief note on core DESC software dependencies
creation
estimation
evaluation
Installation
RAIL packages
Installing with pip
Installing from source
Algorithm / architecture specific issues
Installing Delight
Installing FZBoost
Installing bpz_lite
Using GPU-optimization for pzflow
Adding your kernel to jupyter
Contributing
Where to contribute: RAIL packages
Contribution workflow
Adding a new Rail Stage
Adding a new Rail Pipeline
Citing RAIL
Citing individual codes within RAIL
RAIL Plans
Immediate plans
1.
Golden Spike
: Build the basic infrastructure for controlled experiments of forward-modeled photo-z posteriors
2.
RAILroad
: Quantify the impact of nonrepresentativity (imbalance and incompleteness) of a training set on estimated photo-z posteriors by multiple machine learning methods
Future plans
Usage Demos
Core Demo Notebooks
Data, files, IO, and RAIL
Computing Hyperbolic Magnitudes
Iterator Test
Pipeline Example
Run Pipe
Creation Demo Notebooks
Using Engines and Degraders to Generate Galaxy Samples with Errors and Biases
Grid Selection Degrader to Emulate HSC Training Samples
Spectroscopic Selection Degrader to Emulate zCOSMOS Training Samples
Using a Creator to Calculate True Posteriors for a Galaxy Sample
Estimation Demo Notebooks
The NZDir Estimator
Testing Sampled Summarizers
Other Demo Notebooks
Goldenspike, an Example of an End-to-End Analysis Using RAIL
Reference
API Documentation
rail.core package
find_version()
Submodules
rail.core.algo_utils module
rail.core.common_params module
rail.core.data module
rail.core.introspection module
rail.core.stage module
rail.core.utilPhotometry module
rail.core.utilStages module
rail.core.utils module
evaluation namespace
Subpackages
evaluation.metrics namespace
Submodules
rail.evaluation.evaluator module
rail.evaluation.utils module
rail.hub package
Submodules
creation namespace
Subpackages
creation.degradation namespace
creation.engines namespace
Submodules
creation.degradation namespace
rail.creation.degrader module
rail.creation.engine module
rail.flexzboost package
Submodules
rail.pipelines package
Submodules
rail.pipelines.utils.name_factory module
rail.pipelines.estimation.inform_all module
rail.stages package
import_and_attach_all()
Submodules
rail.gpz package
Submodules
estimation namespace
Subpackages
estimation.algos namespace
Submodules
rail.estimation.estimator module
rail.estimation.summarizer module
rail.bpz package
Submodules
rail.bpz.utils module
RAIL
rail.pipelines.examples.goldenspike namespace
rail.pipelines.examples.goldenspike namespace
Submodules
rail.pipelines.examples.goldenspike.goldenspike module