Public recordGood
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 22:11 UTC
deepinv / deepinv
DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
deepinv/deepinv holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (93/100) and lowest on AI Readiness (43/100). It was last updated 2 days ago. 2 contributors account for most of its recent work.
77
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
77
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
deepinvOrganization
46 followers4 public repossince Feb 2023
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | deepinv | 0.4.1 | 4,843 | 17 | 50 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
93
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 34.6/36 | Commit cadence — 50/52 weeks with commits |
| 18/18 | Commit volume — 317 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 317 |
| human_commit_share | 0.98 |
| days_since_last_push | 2 |
| active_weeks_last_year | 50 |
Release discipline
83Good
How it's scored
| 27/27 | Ships releases — 16 releases published |
| 36/36 | Release recency — latest release 50 days ago |
| 19.8/27 | Release cadence — a release every ~46.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 16 |
| latest_release_tag | v0.4.1 |
| releases_from_tags | no |
| days_since_latest_release | 50 |
| mean_days_between_releases | 46.6 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
76
Popularity & adoption
71Good
How it's scored
| 46.9/60 | Stars — 784 stars |
| 18.9/25 | Forks — 185 forks |
| 5/15 | Watchers — 9 watchers |
Inputs used
| forks | 185 |
| stars | 784 |
| watchers | 9 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (BSD-3-Clause) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
61Moderate
How it's scored
| 49.1/80 | Monthly downloads — 4,843 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | deepinv |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 4,843 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
72
Maintainer resilience (bus factor)
63Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 14.5/22.5 | Commit distribution — top contributor authored 35% of commits |
| 13.5/13.5 | Contributor breadth — 64 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 64 |
| top_contributor_share | 0.354 |
How it's scored
| 33.3/46.8 | Issue resolution — 71% of issues closed |
| 31.8/38.3 | PR acceptance — 646/778 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 646 |
| open_issues | 125 |
| closed_issues | 310 |
| issue_closed_ratio | 0.713 |
| closed_unmerged_prs | 132 |
Ownership & stewardship
54Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 12/25 | Owner reach — 46 followers of deepinv |
| 12/25 | Track record — 4 public repos, account ~3 yr old |
Inputs used
| followers | 46 |
| owner_type | Organization |
| is_verified | — |
| owner_login | deepinv |
| public_repos | 4 |
| account_age_days | 1,262 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 50 days ago |
| 20/20 | Version history — 17 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | deepinv |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 50 |
Engineering Quality
Are baseline engineering and documentation practices in place?
77
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 11 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — http://deepinv.org/ |
| 10/10 | Repository description |
| 10/10 | Topics — 15 topics |
| 0/10 | Wiki |
Inputs used
| topics | computational-imaging, deep-learning, deblurring, mri, super-resolution, diffusion-models, image-reconstruction, pytorch, denoising, medical-imaging, microscopy, plug-and-play-priors, self-supervised, tomography, unrolled-algorithms |
| has_wiki | no |
| homepage | http://deepinv.org/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
66
Security posture
57Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.7 |
Excluded from scoring (no data or not applicable): branch_protection, packaging. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 25 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deepinv@0.4.1 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
43
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 97 of 98 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.99 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 2/10 | Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54/55 | Manageable file sizes — 6/330 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 135,874 |
| source_files_sampled | 330 |
| oversized_source_files | 6 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
784GitHub stars
64contributors
317commits, last 12 months
2days since last push
16releases
2bus factor
125open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 185 ⇿
0Stars
185Forks
16Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 2Patch 9
Each point covers 3 days.
OpenSSF Scorecard 5.7 / 10
5.7aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 10
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | numpy | — | pyproject.toml |
| PyPI | matplotlib | — | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | torch | >=2.2.0 | pyproject.toml |
| PyPI | torchvision | — | pyproject.toml |
| PyPI | torchmetrics | — | pyproject.toml |
| PyPI | einops | — | pyproject.toml |
| PyPI | requests | — | pyproject.toml |
| PyPI | h5py | — | pyproject.toml |
| PyPI | natsort | — | pyproject.toml |
All dependencies 8
Full resolved dependency set from the GitHub dependency graph: 1 direct and 7 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | torch | — | direct |
| PyPI | astra-toolbox | — | indirect |
| PyPI | bm4d | — | indirect |
| PyPI | datasets | — | indirect |
| PyPI | numba | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | sphinx-sitemap | — | indirect |
| PyPI | spyrit | — | indirect |
Dependency advisories 0
Installing pypi:deepinv@0.4.1 pulls in 25 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
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"body": "* Update condition for Codecov upload step\n\n* Update cache actions to include .coverage file, use --cov-append to update .coverage\n\n* Fix windows bug\n\n* Add flags to codecov upload for distinct full/full-cpu coverage. Add upload to codecov to gpu workflow",
"is_bot": false,
"headline": "Fix coverage not uploaded to codecov (#1254)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-07-02T18:50:36Z",
"body_truncated": false,
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"body": "* skip if windows\n\n* add attn and scatter\n\n* add phantom\n\n* add phantom\n\n* add phantom\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* clean up PET add docs\n\n* add 2D + tests + user guide + pyproject\n\n* add pixi to handle conda dependency\n\n* add pixi to handle \n[…]\n re-launch CI\n\n* fix refs wrong merge\n\n* andrews comments\n\n---------\n\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>\nCo-authored-by: Andrew Wang <andrew.wang27@gmail.com>",
"is_bot": false,
"headline": "Integrate non ToF PET with parallelproj (#1099)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-07-02T11:25:48Z",
"body_truncated": true,
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"body": "* starting implementation of multicolour PSF generator\n\n* updated generation of color psfs\n\n* updated generation of color psfs\n\n* corrected a few bugs with claude\n\n* change demo\n\n* making diffraction blur generators 2D and 3D support multiple colours, test modified and passed, modifs reflected in th\n[…]\nirit.fr>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: mhnguyen <nguyenhai7120qh@gmail.com>",
"is_bot": false,
"headline": "Added support for chromatic diffraction PSFs (#1242)",
"author_name": "Pierre Weiss",
"author_login": "pierre-weiss",
"committed_at": "2026-07-02T07:44:26Z",
"body_truncated": true,
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"oid": "edf1e6a9bee8fb0f08dcbf5acb117f3dfd73f8af",
"body": "* fix(phase retrieval): spectral_methods unconditionally convert input to torch.cfloat\n\n* fix: ptychography doesn't have a dtype\n\n* refactor(spectral_methods): remove dtype dependecny and map diag_T to x\n\n* update changlog",
"is_bot": false,
"headline": "Correct dtype conversion in spectral_methods (#1216)",
"author_name": "Zhiyuan Hu",
"author_login": "zhiyhucode",
"committed_at": "2026-06-30T19:40:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c815f3a94c7e90b0bf00e3577d6d3aeff398425d",
"body": "* temp\n\n* LLM polic\n\n* add\n\n* fix bug, not mine\n\n* minor comment from romain and vicky\n\n* thibaut comment",
"is_bot": false,
"headline": "LLM policy + PR template tickbox (#1163)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-06-30T07:15:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca3d0bcf9ea80cf3a017248cfd4a31241ff0bdfa",
"body": "* Add new dependency group to pyproject.toml\n\n* Unpin pixi version\n\n* Backward compatible pyproject.toml\n\n* Update pyproject.toml\n\n* Remove torchvision from regular dependencies\n\n* Remove pixi.lock caching\n\n* Fall back to standard pixi install and update pixi.lock if --locked fails\n\n* Update test_gpu.yml\n\n* Fix pixi setup\n\n* Fix syntax error on windows\n\n* Set -x for logs",
"is_bot": false,
"headline": "Unpin pixi version (#1247)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-06-29T20:04:47Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "4262532b361dcc44855dd88892460c1ddc462a01",
"body": "* add srresnet to pretrained models user guide\n\n* oops",
"is_bot": false,
"headline": "add srresnet to pretrained models user guide (#1251)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-06-29T15:55:42Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "ec142639afb244554e016f286b3ff42887e14630",
"body": "* move to plausible\n\n* fix testmon using pixi locks only on PRs\n\n* small fix to test_tiled_product_physics_adjointness gpu errors",
"is_bot": false,
"headline": "move to plausible analytics + testmon fixes (#1248)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-26T14:56:05Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "af99b6654042d7e07eceb93f26719c17a004e463",
"body": "* add announcement\n\n* fix newline\n\n* fix blank space",
"is_bot": false,
"headline": "Add 2026 hackathon announcement (#1241)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-25T16:07:01Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "348b764eb04c2587f8cca1932b98f83b88e71b72",
"body": "* Use ELLIPSIS after in doctests to ignore output.\n\n* Add verbose flag instead of ELLIPSIS\n\n* Revert \"Add verbose flag instead of ELLIPSIS\"\n\nThis reverts commit c363d64e44d48d1583b914b61fdf0aa613922bdc.\n\n* add support for +IGNORE_OUTPUT\n\n* remove confusing comment\n\n* change ellipses to +IGNORE_OUTP\n[…]\ns reverts commit 6e9ceacce865eb4a3936ef02fe44f1bf127a1617.\n\n* print to stderr to avoid doctest failures\n\n* put the missing newline back\n\n---------\n\nCo-authored-by: Jérémy Scanvic <jscanvicz@gmail.com>",
"is_bot": false,
"headline": "hotfix: download_archive produces unwanted verbose in doctests (#1245)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-06-25T15:54:13Z",
"body_truncated": true,
"is_coding_agent": false
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"oid": "bf7e4ea3b8d9b199a6f68d1166984a1c894e9391",
"body": "* chore: remove RandomPhaseRetrieval redundant parameters\n\n* doc(RandomPhaseRetrieval): update changelog\n\n* move changelog location\n\nRemoved redundant parameters from RandomPhaseRetrieval and updated changelog.",
"is_bot": false,
"headline": "Remove RandomPhaseRetrieval redundant parameters (#1220)",
"author_name": "Zhiyuan Hu",
"author_login": "zhiyhucode",
"committed_at": "2026-06-25T07:27:59Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "e1115273a4838dcac3926fdb5a738bc677b98b9d",
"body": null,
"is_bot": false,
"headline": "fix (#1243)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-24T16:50:31Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "d61c4f925ffdfd9dc9290a69d3c0f904c8deaf75",
"body": "* prevent crawl of files irrelevant to search\n\n* filter out irrelevant URLs in the sitemap\n\n* lint\n\n* fix a small bug\n\n* Revert \"fix a small bug\"\n\nThis reverts commit b85fae299fc32c6d90fab45cc7752c887862cec4.\n\n* enforce minimum version for sphinx sitemap\n\n* filter out irrelevant html pages",
"is_bot": false,
"headline": "Improve the robots.txt and sitemap files for SEO (#1240)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-24T14:47:56Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "536d13d41900bc2e45adb829a34ae5279200bb63",
"body": "…errors as warnings (#1234)\n\n* add caching of http calls\n\n* cache download_archive\n\n* cache download_archive\n\n* add skips due to network errors with warnings instead\n\n* black\n\n* refine network errors\n\n* black\n\n* fix testmon\n\n* more network errors\n\n* move from warnings to summary\n\n* improve network e\n[…]\naching to docs_cpu too\n\n* romain + thibaut's comments\n\n* romain + thibaut's comments\n\n* add changelog\n\n* add timeouts\n\n---------\n\nCo-authored-by: Romain Vo <43675867+romainvo@users.noreply.github.com>",
"is_bot": false,
"headline": "CI fixes: add caching to avoid multiple downloads, fix testmon, http …",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-24T11:13:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8753614d9e19cbdfba2722a95811f1bdd0d44919",
"body": null,
"is_bot": false,
"headline": "fix the domain name reset bug (#1239)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-23T15:39:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fffabeba96a904ca8388f303824ebeb816b989c",
"body": null,
"is_bot": false,
"headline": "solve HDF5Dataset.unsupervised warnings in CI (#1226)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-23T13:06:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "089abf1abe262c6b58383f79d3364e370070cb24",
"body": "* git ls-files -z | xargs -0 sed -i -e \"s/deepinv.github.io\\/deepinv/deepinv.org/g\"\n\n* git ls-files -z | xargs -0 sed -i -e \"s/deepinv.github.io/deepinv.org/g\"\n\n* attempt a fix\n\n* fix one of the refs\n\n* try to fix the second ref\n\n* add a missing colon\n\n* typing colons one commit at a time",
"is_bot": false,
"headline": "Migrate the domain name (#1188)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-22T13:22:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b15b610a668917aeafa5f97d2d85d1c3b866511",
"body": "* Fix small typo in the docs of DecomposablePhysics\n\n* Update docstring to clarify singular value matrix\n\nClarified the description of the singular value matrix in the docstring.\n\n* Fix typo in documentation for singular value matrix",
"is_bot": false,
"headline": "Fix small typo in the docs of DecomposablePhysics (#1222)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-10T07:46:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5245c25c2d863739f3479c019eb557b7166064df",
"body": "* remove\n\n* import\n\n* import\n\n* fixes\n\n* tests\n\n* fixes\n\n* add the breaking changes to the changelog\n\n* Jeremy comments and remove all fast= in CompressedSensing\n\n* docstring\n\n* Jeremy comments\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>\nCo-authored-by: Jérémy Scanvic <jscanvicz@gmail.com>",
"is_bot": false,
"headline": "Remove ALL Deprecations older than 12 months (#1210)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-06-09T16:34:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fca826f9374cc904060996132fd4d76785d9045",
"body": "Co-authored-by: tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": true,
"headline": "Release v0.4.1 (#1218)",
"author_name": "github-actions[bot]",
"author_login": "github-actions[bot]",
"committed_at": "2026-06-06T14:02:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa6b144999ad648b112ec4a998168771870e342f",
"body": "* hotfix trainer test\n\n* hotfix trainer test\n\n* hotfix trainer test\n\n* hotfix trainer test\n\n* hotfix trainer test",
"is_bot": false,
"headline": "hotfix trainer test (#1215)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-05T13:46:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e4a614ef6b1a5702572bb536a57db7c183aa984",
"body": "* Allow passing sigma as a dimensionless nn.Parameter\n\n* black .",
"is_bot": false,
"headline": "Allow passing sigma as a dimensionless nn.Parameter (#1214)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-06-02T20:46:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2244f55875c5c4f6447c1a568bd0ddada0997413",
"body": "* add fast bm3d, reformat w black, fix ruff complain\n\n* try to fix ci fail on scipy import\n\n* fix shape mismatch, add test, loosen psnr assertion\n\n* add docstring, add to changelog\n\n* try again\n\n* Apply suggestions from code review\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.norepl\n[…]\n test fail\n\nSigned-off-by: Kaibo Tang <tangkaibo@gmail.com>\n\n---------\n\nSigned-off-by: Kaibo Tang <tangkaibo@gmail.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Re-implement BM3D in PyTorch (#1195)",
"author_name": "Kaibo Tang",
"author_login": "kvttt",
"committed_at": "2026-05-31T14:19:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "3101165954cb873815a8b24821ee29646dac9865",
"body": "…xes (#1107)\n\n* Add DEALReconstructor module and helper function\n\n* Add basic unit test for DEALReconstructor\n\n* Format DEALReconstructor files using Black\n\n* Refactor DEAL as a DeepInverse model and update test\n\n* Update DEAL model\n\n* Fix DEAL type hints for Python 3.9\n\n* Expose DEAL model in model\n[…]\n2449813+Tmodrzyk@users.noreply.github.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Re-integrate DEAL reconstruction model with improved structure and fi…",
"author_name": "Hossein Alimohammadi",
"author_login": "Holimmo7",
"committed_at": "2026-05-29T15:50:25Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2ea6eb20078ee16e7f8849bdec49adcaeacefc26",
"body": null,
"is_bot": false,
"headline": "Fix regex pattern (#1206)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-05-28T16:18:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5590a40304f47976bd68b2bee00fadc7af8c11a",
"body": "…h pretrained Gaussian denoisers (#1185)\n\n* anscombe\n\n* anscombe\n\n* robustify inverse + improve example docs\n\n* fix mini-bugs + add tests\n\n* black\n\n* fix typo in anscombe equation\n\n* add tips and notes\n\n* fix docstring\n\n* fix docstring and demo\n\n* fix docstring and demo\n\n* small fix\n\n* hai's comment\n[…]\n\n* black\n\n* re-trigger CI\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Add Generalized Anscombe Transform for Poisson-Gaussian denoising wit…",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-05-27T07:35:48Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6a058d41432f07019f9789b8b7e7b3ce150ac77d",
"body": "* fix\n\n* adjust range\n\n* also update link in docstring",
"is_bot": false,
"headline": "Fix broken download Flickr2k (#1201)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-26T12:43:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15f6530f52c0635453605ae807b9c719e1cd9c35",
"body": null,
"is_bot": false,
"headline": "Add SRResNet (#1164)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-24T13:56:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb9e60aca8b2b65a5086074833106d26b7c723ad",
"body": null,
"is_bot": false,
"headline": "NIQE without pyiqa (#911)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-24T11:34:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e78fd49e6f88e42e58e77966d93f302a3db6adea",
"body": "Signed-off-by: Yoshiki <yosinn1@gmail.com>",
"is_bot": false,
"headline": "docs: fix alongside spelling in contributing guide (#1202)",
"author_name": "yosinn1-blip",
"author_login": "yosinn1-blip",
"committed_at": "2026-05-24T09:11:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74b77e9ca1e209bcae1e86c1ccdcebd00ac70233",
"body": "* GMSD code\n\n* docs\n\n* tests basic\n\n* fix typo\n\n* population std\n\n* changelog\n\n* test\n\n* multichannel gmsd\n\n* other comments\n\n* improve doc, include gmsd in multichannel tests",
"is_bot": false,
"headline": "Add Gradient Magnitude Similarity Deviation metric (#1171)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-23T19:39:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5352fb3c1f9a1680c665f3f68b569c1bbb789878",
"body": "* restormer\n\n* temporal\n\n* phase retrieval\n\n* fconv\n\n* prior\n\n* utils/mixins\n\n* generator blur\n\n* radon\n\n* model utils\n\n* physics / radio\n\n* mri\n\n* func hist\n\n* regularizers\n\n* remote sensing\n\n* single pixel\n\n* loss scheduler\n\n* noisy datafid\n\n* model wrapper\n\n* physics forward\n\n* perceptual\n\n* diff\n[…]\nd pragma\n\n* improve error message\n\n* fix patch prior ref\n\n* fix merge\n\n* fix merge again\n\n* fix merge yet again\n\n---------\n\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>",
"is_bot": false,
"headline": "Assert -> error raises part 1 (#1132)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-23T14:21:33Z",
"body_truncated": true,
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},
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"oid": "3831fb4864779c8160bd0120d882e97f77b15a90",
"body": "Fixed: it was not getting passed along in the construction of WaveletDenoiser.\nAdded: option 'mode' to WaveletDictDenoiser.",
"is_bot": false,
"headline": "Wavelet transform, option \"mode\" (#1162)",
"author_name": "IWalds",
"author_login": "IWalds",
"committed_at": "2026-05-21T16:12:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "28e97618a3daef301d8416c9b2d310baaeaa8f97",
"body": "* fix and refactor\n\n* fixes\n\n* fixes\n\n* latex\n\n* fixes\n\n* test\n\n* test\n\n* updates\n\n* scaling\n\n* OK\n\n* test\n\n* Samuel's comments\n\n* ref\n\n* title underline\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>\nCo-authored-by: Samuel Hurault <34220759+samuro95@users.noreply.github.com>",
"is_bot": false,
"headline": "Close #1124 and refactor DPS implementation (#1127)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-05-20T19:18:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a40d6854934ad62db6ea38482e51c3ce978d1154",
"body": "…nels is not 3 (#1192)\n\n* fix and\n\n* fix typo\n\n* add to changelog.rst",
"is_bot": false,
"headline": "Fix BM3D silently breaks for multi-channel images when number of chan…",
"author_name": "Kaibo Tang",
"author_login": "kvttt",
"committed_at": "2026-05-19T20:30:42Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "d6a72cbf18d8f935ef67c3437a20a6b590e01518",
"body": null,
"is_bot": false,
"headline": "Fix noise model not updating int param (#1189)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-17T12:21:10Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "b7074d25c9001fbce7a373f6631860058d1cc50e",
"body": "* fix bug drunet 3d\n\n* add ffdnet\n\n* add error raise for invalid norm\n\n* tests\n\n* add to docs\n\n* changelog\n\n* address comments\n\n* fix conflict with #1056\n\n* fix bib\n\n* fix\n\n* fix test_pad not triggered when dim=3 and third spatial dimension <32\n\n* tests + fix drunet for s in range[32,64] but s%8!=0\n\n* pr identifier\n\n* add torch.full too when sigma is float",
"is_bot": false,
"headline": "Add FFDNet + bugfix DRUNet forward dim==3 (#1174)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-16T11:16:13Z",
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"body": "* hot CI fixes\n\n* fix docs\n\n* Fix deterministic setting\n\n* black .\n\n* hot fix\n\n* fix pixi install dir\n\n---------\n\nCo-authored-by: romainvo <romain.vo@hotmail.fr>",
"is_bot": false,
"headline": "hot CI fixes (#1186)",
"author_name": "Julián Tachella",
"author_login": "tachella",
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"body": null,
"is_bot": false,
"headline": "update the ref for SEI (#1183)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-05-07T09:41:17Z",
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"oid": "aff1560a5b30647f99c211beca42b4a592bf391a",
"body": "* Add ability to pass noise_level_map to DRUNet\n\n* rerun CI\n\n* Andrewwango comment\n\n* fix lint issue\n\n* Fix test PRs\n\n* Support noise map for RAM\n\n* edit changlog.rst\n\n* Add tests for noise map, fix ComplexDenoiserWrapper and bug fix ram\n\n* fix test\n\n* Tachella's comments\n\n* update docs\n\n* matthieutrs's comments\n\n* rerun CI\n\n* Andrewwango's comment\n\n* rerun CI",
"is_bot": false,
"headline": "Add ability to pass noise_level_map to DRUNet (#1056)",
"author_name": "LeRaton",
"author_login": "LeRatonLaveurSolitaire",
"committed_at": "2026-05-06T08:01:29Z",
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"oid": "86d659865ea9c39cdb2ac443ce120dd4fb32cad0",
"body": "…nBlurGenerator (#1152)\n\n* add gaussian_blur_nd\n\n* move gaussian_blur_nd into functional. Add docstring\n\n* Add tests\n\n* Match old gaussian_blur method signature\n\n* fix typo\n\n* Fix tests\n\n* ruff\n\n* black .\n\n* Passing dtype properly to gaussian_blur_nd\n\n* Fix PR #1093 --> push self.cum_probs on the sp\n[…]\nur.gaussian_blur with new implem\n\n* Factorize internals of generator\n\n* Docs\n\n* Add to .rst\n\n* Add to .rst\n\n* changelog\n\n* Fix documentation\n\n* Add import torch to plot directive\n\n* Fix plot directive",
"is_bot": false,
"headline": "Add extensions of gaussian_blur to 1 and 3 dimensions and add Gaussia…",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-05-05T20:30:06Z",
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"body": null,
"is_bot": false,
"headline": "Update conf.py (#1172)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-02T17:14:06Z",
"body_truncated": false,
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"oid": "4d880ca8f28db462bfacab3a520c01a353205c41",
"body": "* Update MICCAI tutorial date + locatio\n\n* Update community.rst",
"is_bot": false,
"headline": "Update MICCAI tutorial date + location (#1173)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-02T17:14:00Z",
"body_truncated": false,
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"body": "* small fixes perceptual\n\n* fix ci issue",
"is_bot": false,
"headline": "Doc + Error + Typing fixes perceptual (#1165)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-04-27T09:08:17Z",
"body_truncated": false,
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"oid": "1d4d6f83303632893704ff5b16aac29050585cf2",
"body": "…n-leaf tensor (#1146)\n\n* fixes\n\n* tol = 1e-4\n\n* changelog\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "Close #1145: fix bug in custom backward of least square solver for no…",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-23T20:28:16Z",
"body_truncated": false,
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"oid": "5000d427993f54faed5b30268d804fa853ef78d3",
"body": "* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* use device fixture in astra test, fix cuda str check\n\n* Monkeypatc\n[…]\nnx\n\n* fix glow docs\n\n* fix doctest-gpu\n\n* linting\n\n* hai final comment\n\n---------\n\nCo-authored-by: romainvo <romain.vo@hotmail.fr>\nCo-authored-by: romainvo <43675867+romainvo@users.noreply.github.com>",
"is_bot": false,
"headline": "GPU fixes + remove FrEIA dependency + fix patchNR demo (#1158)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-23T16:49:00Z",
"body_truncated": true,
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"oid": "a18b9ae69ba9cac661a4c0846c467fb6d6390a06",
"body": "* warning + notes and docstring, asserts -> if + raise\n\n* same error handling in PoissonGaussian\n\n* Poisson-> PoissonGaussian\n\n* properly test negative input in noise\n\n* changelog",
"is_bot": false,
"headline": "BlurFFT + Poisson noise doc/error message for negative values (#1155)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-22T20:16:43Z",
"body_truncated": false,
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"oid": "90dd81618f1776ae960a6be101c8b9083486d89b",
"body": "* no noise last step\n\n* Revert \"no noise last step\"\n\nThis reverts commit d2af83615009d1e5e99edb3b102807fd39af5791.\n\n* patch dataset\n\n* patch dataset\n\n* cont..\n\n* refactor\n\n* refactor\n\n* functional API\n\n* lint\n\n* fices\n\n* rst\n\n* merge\n\n* lint\n\n* tests\n\n* pad\n\n* Romain's comments\n\n* tests\n\n* reuse resolve params\n\n* ruff\n\n* docs\n\n* romain\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "Unify patching / tiling (#1104)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-22T20:16:18Z",
"body_truncated": false,
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"oid": "e1f49bdd4b5941633371b8e2a777adacdc35febb",
"body": null,
"is_bot": false,
"headline": "put all cache in /local/ (#1160)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-22T13:46:15Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "b887f0fe893df468be58a4e6c74e864d01cff1ca",
"body": "* Register probs and cum_probs as buffer to avoid device mismathc at runtime. Extend test to actually test compatible generators in GeneratorMixture.\n\n* Remove :func: markup around deepinv.utils.get_data_home in changelog.rst",
"is_bot": false,
"headline": "HOTFIX GeneratorMixture (#1156)",
"author_name": "romainvo",
"author_login": "romainvo",
"committed_at": "2026-04-20T11:50:30Z",
"body_truncated": false,
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"oid": "61175605b00c1dccf045084e6202d72b3504aa24",
"body": "* types + docstring in utils\n\n* types + docstring optimizers.py\n\n* types phase retrieval\n\n* types in potential\n\n* ruff\n\n* fix docs\n\n* optim iterators typing\n\n* ruff\n\n* fix doc\n\n* prior typing\n\n* annotations top of files\n\n* Tensor to torch.Tensor\n\n* deepinv/optim/linear types + docstring\n\n* ruff\n\n* str_to_class typing\n\n* revert to torch.Tensor in optimizers\n\n* fix Tensor\n\n* torch.Tensor -> Tensor where notations are heavy\n\n* revert Torch to torch.Tensor\n\n* ruff",
"is_bot": false,
"headline": "Typing in deepinv/optim (#1117)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-20T07:22:30Z",
"body_truncated": false,
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"oid": "66e06b3295d44023f7040eb716b55fd33562215b",
"body": "* add DEEPINV_CACHE_DIR\n\n* revert accidentially removed eamples\n\n* refactor\n\n* fixes\n\n* fixes\n\n* fix nbu\n\n* user guide\n\n* update\n\n* fixes\n\n* fixes\n\n* fix nbu\n\n* fix kohler\n\n* get_cache_home\n\n* updates\n\n* black\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "add DEEPINV_CACHE_DIR (#1105)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-17T15:45:01Z",
"body_truncated": false,
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"oid": "4b87736d8143f255f0aaa87660ae960130715703",
"body": "* add instructions related to the changelog\n\n* changelog\n\n* Update docs/source/contributing.rst\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>\n\n* Update docs/source/contributing.rst\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>",
"is_bot": false,
"headline": "Add changelog section to the contributing instructions (#1153)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-16T13:49:25Z",
"body_truncated": false,
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"oid": "61080af02e94bc135ffecca815de03d8c66d4d38",
"body": "…093)\n\n* Add device argument to GeneratorMixture\n\n* Fix test_generators.py: use fixtures from conftest, add fixture for random Generator. Add test for GeneratorMixture. Add batch sampling within GeneratorMixture when possible\n\n* changelog\n\n* Add warnings\n\n* black .\n\n* Remove unecessary arbitrary arg\n[…]\n @mh-nguyen712\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\n\n* black .\n\n---------\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix generator mixture and extend test suite in test_generators.py (#1…",
"author_name": "romainvo",
"author_login": "romainvo",
"committed_at": "2026-04-16T12:44:40Z",
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"oid": "a4b38e861b136caf7713578b0e33b41bb269d4fa",
"body": "* add ESLoss\n\n* add opt out reynolds averaging\n\n* use a more fitting filename\n\n* export ESLoss in deepinv.loss\n\n* use ei demo as a base for es\n\n* change EILoss to ESLoss\n\n* make the demo run\n\n* add ESLoss to the list of generic loss tests\n\n* tune the parameters a bit\n\n* reformat\n\n* move reconstructo\n[…]\nhe docs\n\n* trigger ci\n\n* prevent overlapping text\n\n* update the path\n\n* add a line for EquivariantReconstructor\n\n---------\n\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Add the Equivariant Splitting loss (#881)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-04-15T16:21:27Z",
"body_truncated": true,
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"oid": "17a836043c8a8439052608af7b6e4a2eb13a362b",
"body": "* attempt to fix issue 1136\n\n* add entry in changelog\n\n* wip\n\n* Revert \"wip\"\n\nThis reverts commit 9e02e4e944c546f552451fe1d703ef2db3b3a1c1.\n\n* update changelog\n\n* correct comment\n\n* Give more detail on expected input/output shape in TomographyWithAstra. Add tests for non-cubic signal.\n\n* Apply sugge\n[…]\no-authored-by: baptiste.legouix <baptiste.legouix@external.thalesgroup.com>\nCo-authored-by: romainvo <romain.vo@hotmail.fr>\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>",
"is_bot": false,
"headline": "Support non-cubical 3D phantoms in TomographyWithAstra (#1137)",
"author_name": "Baptiste Legouix",
"author_login": "blegouix",
"committed_at": "2026-04-15T07:39:32Z",
"body_truncated": true,
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"oid": "a7c0ea6c6bfa801990ecf3940c8e43a42f50cba6",
"body": "* references 4 demo_spc.py\n\n* update changelog\n\n* updated 2 wikipedia link",
"is_bot": false,
"headline": "update references demo single pixel (#1151)",
"author_name": "Laura Camila Diaz Delgado",
"author_login": "LauraCD2",
"committed_at": "2026-04-14T18:22:29Z",
"body_truncated": false,
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},
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"oid": "59f242512f2e71466144e3f6ad752898f536567b",
"body": "* Deprecation warning for `plot_inset`\n\n* Add plot_inset deprecation warning in changelog",
"is_bot": false,
"headline": "Add a deprecation warning for `plot_inset` (#1148)",
"author_name": "PAUL BERNARD",
"author_login": "PAUL-BERNARD",
"committed_at": "2026-04-14T14:24:37Z",
"body_truncated": false,
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"oid": "025e70fe9c1121d3c43340a4597b53a9425bbada",
"body": null,
"is_bot": false,
"headline": "Update miccai-2026.rst (#1133)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-04-13T09:18:47Z",
"body_truncated": false,
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},
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"oid": "d86059c1095fe22dc9459f91fd30d044de601467",
"body": "* homogeneize cpu and gpu doctest workflow\n\n* add romain as maintainer",
"is_bot": false,
"headline": "Add Romain as maintainer + small workflow fix (#1138)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-09T12:02:15Z",
"body_truncated": false,
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"oid": "272b0eaf42d1bbf95be5065cc8c371624ac39b7e",
"body": "* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* cache downloaded images to avoid http errors\n\n* debug segfault by running examples one by one\n\n* debug segfault by moving to python 3.12\n\n* black\n\n* fix load_degradations\n\n* try python 3.12\n\n* finish fixes",
"is_bot": false,
"headline": "fix docs workflows segfault error (#1135)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-08T18:19:46Z",
"body_truncated": false,
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"oid": "476c3e007430a9b81a7b26a4508a728696ef8cff",
"body": "* CI hotfixes\n\n* do codecov only with all dependencies",
"is_bot": false,
"headline": "CI hotfixes (#1134)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-07T10:34:48Z",
"body_truncated": false,
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"oid": "b855e55e79c3d9f300cda0dad034ea30d03156af",
"body": "* skip if windows\n\n* add attn and scatter\n\n* add phantom\n\n* add phantom\n\n* add phantom\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* clean up PET add docs\n\n* add 2D + tests + user guide + pyproject\n\n* add pixi to handle conda dependency\n\n* add pixi to handle \n[…]\nd hiring + move down pytorch ecosystem\n\n* fix testing\n\n---------\n\nCo-authored-by: Andrew Wang <andrew.wang27@gmail.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "CI upgrades (#1108)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-06T17:45:49Z",
"body_truncated": true,
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"oid": "04e56f580b37225f7423557b925f3b4be3308c45",
"body": "* no noise last step\n\n* Revert \"no noise last step\"\n\nThis reverts commit d2af83615009d1e5e99edb3b102807fd39af5791.\n\n* fixes\n\n* annotations",
"is_bot": false,
"headline": "Fix kernel net (close #1126) (#1131)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-06T14:27:39Z",
"body_truncated": false,
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"oid": "02a2317beb4161ce4bd97fd175e929c3ad282f43",
"body": null,
"is_bot": false,
"headline": "Remove noise in last step of diffusion sampling (#1103)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-06T10:43:50Z",
"body_truncated": false,
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"oid": "d4a030cde1601715ae2d1f3c2d63a00fc16d5def",
"body": "* feat: better correct_global_phase\n\n* chore: finalize test and docstring\n\n* chore: revert changes in spectral_methods\n\n* Update deepinv/optim/phase_retrieval.py\n\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>\n\n* Update deepinv/tests/test_optim.py\n\nCo-authored-by: Juliá\n[…]\nb.com>\n\n* feat(correct_global_phase): add multi-dim support\n\n* chore: black\n\n* doc(correct_global_phase): minor\n\n---------\n\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Better correct_global_phase for phase retrieval (#1074)",
"author_name": "Zhiyuan Hu",
"author_login": "zhiyhucode",
"committed_at": "2026-04-06T08:08:43Z",
"body_truncated": true,
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"oid": "1679bbaacec1b764f9789538be689af88a569d39",
"body": "* draft sirt implem\n\n* fix base sirt implementation\n\n* remove torch import\n\n* update docstrings\n\n* add cost fn support\n\n* typing + remove print\n\n* Update deepinv/optim/optim_iterators/sirt.py\n\nCo-authored-by: romainvo <43675867+romainvo@users.noreply.github.com>\n\n* Update deepinv/optim/optimizers.py\n[…]\ntim.py\n\nCo-authored-by: romainvo <43675867+romainvo@users.noreply.github.com>\n\n* format\n\n* optim guide fix\n\n* fix docs\n\n---------\n\nCo-authored-by: romainvo <43675867+romainvo@users.noreply.github.com>",
"is_bot": false,
"headline": "SIRT baseline algorithm for Tomography (#985)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-03T13:18:12Z",
"body_truncated": true,
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"oid": "0a28e742012b1a8a4ff5c6c79f33d50b50f11681",
"body": null,
"is_bot": false,
"headline": "miccai 2026 tutorial website (#1122)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-04-01T18:32:33Z",
"body_truncated": false,
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"oid": "cd64e6d9246438b7d94b8676b005788db4244cc7",
"body": "* no noise last step\n\n* Revert \"no noise last step\"\n\nThis reverts commit d2af83615009d1e5e99edb3b102807fd39af5791.\n\n* use_ffft",
"is_bot": false,
"headline": "Add `use_fft` to space varying blur (#1121)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-03-31T09:08:54Z",
"body_truncated": false,
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"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deepinv@0.4.1 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:deepinv@0.4.1",
"assessed": 25
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 25,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 25,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 43,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.99,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "97 of 98 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 97,
"sampled": 98
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.01,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "1 of the last 100 commits agent-authored or agent-credited",
"points": 2,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 135874,
"source_files_sampled": 330,
"oversized_source_files": 6
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/330 source files over 60KB",
"points": 54,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 330,
"oversized": 6
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T22:11:27.920875Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/deepinv/deepinv.svg",
"full_name": "deepinv/deepinv",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.