deepskies/DeepDiagnostics

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Inference diagnostics for mostly SBI

Stars: 3
Forks: 3
Open beginner issues: 0
Indexed issues: 34

Dominant language: Jupyter Notebook
License: MIT
Last GitHub push: Sep 18, 2025
Latest indexed: Sep 15, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

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34 open issues indexed

Show a non-sbi inference example Open

Wishlist

deepskies/DeepDiagnostics#17 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Create standard datasets for testing the code Open

To do

deepskies/DeepDiagnostics#27 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
New Plot: Covariance rank histogram Open

To do

deepskies/DeepDiagnostics#33 · 4 comments · 0 reactions · 2 assignees · Indexed Sep 15, 2026
New Metric: Area Under Coverage Open

deepskies/DeepDiagnostics#36 · 18 comments · 0 reactions · 2 assignees · Indexed Sep 15, 2026
New Metric: Area under CDF Open

To do

deepskies/DeepDiagnostics#37 · 4 comments · 0 reactions · 2 assignees · Indexed Sep 15, 2026
Variable Reuse via global var store Open

enhancement Wishlist

deepskies/DeepDiagnostics#45 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Unbind from CPU Open

enhancement

deepskies/DeepDiagnostics#53 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Documentation Inconsistency - register sim Open

documentation

deepskies/DeepDiagnostics#86 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Clarify simulator requirements Open

documentation

deepskies/DeepDiagnostics#87 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
New metric - PQMass Open

deepskies/DeepDiagnostics#92 · 2 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
New Metric - Credible Region Open

deepskies/DeepDiagnostics#93 · 1 comment · 0 reactions · 2 assignees · Indexed Sep 15, 2026
New Metric - Pre-inference parameter correlations Open

deepskies/DeepDiagnostics#94 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
New Metric - Pre-inference example data Open

deepskies/DeepDiagnostics#95 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Include basic HNPE model on hierarchical penulum data Open

deepskies/DeepDiagnostics#97 · 9 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Interpretation guide for diagnostics Open

deepskies/DeepDiagnostics#98 · 1 comment · 0 reactions · 2 assignees · Indexed Sep 15, 2026
Joss Paper Open

deepskies/DeepDiagnostics#101 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
NPE Metrics and Plots Open

deepskies/DeepDiagnostics#103 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Pre-Inference metrics Open

deepskies/DeepDiagnostics#104 · 2 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
New Plot: WALDO Open

deepskies/DeepDiagnostics#107 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
New Plot - Posterior SBC Open

deepskies/DeepDiagnostics#108 · 0 comments · 0 reactions · 2 assignees · Indexed Sep 15, 2026
Progress of Model and plots uploaded to github.io Open

enhancement Wishlist

deepskies/DeepDiagnostics#117 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Minor bugs Open

deepskies/DeepDiagnostics#123 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Inconsistencies in data (torch.tensor vs np.ndarray) Open

deepskies/DeepDiagnostics#125 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Document simulator needs to be a py file Open

documentation

deepskies/DeepDiagnostics#130 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Introduction Notebook Update Open

deepskies/DeepDiagnostics#135 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Study: Comparison between diagnostics in this package and in the Macke Lab SBI package Open

deepskies/DeepDiagnostics#136 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Create final report of all plots and metrics in one place Open

deepskies/DeepDiagnostics#137 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
New metric: loss function Open

deepskies/DeepDiagnostics#138 · 7 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Rewrite no simulator warning - RE:Overlap of generative and non-generative metrics with machine learning Open

documentation question

deepskies/DeepDiagnostics#140 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
foreground/encourage the user to save the h5 and then reload that for visualizing another time Open

documentation

deepskies/DeepDiagnostics#142 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Generic Pytorch model class Open

deepskies/DeepDiagnostics#143 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Documentation for Hierarchical model Open

deepskies/DeepDiagnostics#147 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Include test data for testing HNPE in DeepDiagnostics Open

deepskies/DeepDiagnostics#150 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Metric structure example and better documentation Open

documentation

deepskies/DeepDiagnostics#155 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026

deepskies/DeepDiagnostics

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