Security Deep Dive
ray
Security posture and CVE patch evidence from tracked releases.
1 actively-exploited dependency CVE affects ray-2.56.1.
KEV-listed CVEs are confirmed exploited in the wild — patch urgently.
Versions by Severity
CVEs are attributed to tracked releases published before the patch release.
| Version | Published | C | H | M | L | KEV | Notes |
|---|---|---|---|---|---|---|---|
| ray-2.56.1 | 2026-07-17 | — | — | — | — | — |
Latest
|
| ray-2.56.0 | 2026-06-29 | — | — | — | — | — |
Patches
CVE-2023-4863
|
| ray-2.55.1 | 2026-04-22 | — | 1 | — | — | KEV 1 |
—
|
| ray-2.55.0 | 2026-04-15 | — | 1 | — | — | KEV 1 |
—
|
| ray-2.54.1 | 2026-03-25 | — | 1 | — | — | KEV 1 |
—
|
| ray-2.54.0 | 2026-02-18 | — | 1 | — | — | KEV 1 |
—
|
— Signed
— SLSA
— SBOM
✓ Security policy
Monthly cadence · 20d median
Active maintainer
Trust Signals — 3 of 9 Present
Evidence already collected from releases and repository metadata.
3/9
Present
Signed releases
Unknown
Latest release artifact signature
Latest release
—
SLSA provenance
Unknown
Attestation predicate level
Latest release
—
SBOM published
Unknown
GitHub SBOM API
Latest release
—
SECURITY.md
Present
GitHub repository metadata
Repository policy
Checked: 13d ago
Release cadence: monthly
Present
20d median over recent releases
Release history
Latest release: 9d ago
Maintainer active
Present
Recent commit activity
Repository
Last commit: 8d ago
Checksums (SHA256SUMS)
Not active yet
SHA256SUMS or equivalent
Release asset
Latest release: 9d ago
GitHub Actions attestation
Not active yet
actions/attest-build-provenance
Workflow file
Latest release: 9d ago
Signing assets
Not active yet
.sig, .crt, cosign.pub, or similar
Release asset
Latest release: 9d ago
0.8/10
Security Score
5.7/10
Scorecard
Pending
CVE Patch Speed
Open CVEs
Open CVEs detected for latest version.
Security Score
A composite score aggregating Scorecard performance, CVE patch history, OpenSSF badge tier, and dependency vulnerability exposure. Score ≥ 7.0 is healthy; < 4.0 warrants attention.
epss
0.00 / 0.5
Max EPSS 0.997
freshness
1.00 / 1.0
1d stale
scorecard
2.28 / 4.0
Score 5.7/10
cve health
0.00 / 2.5
Open CVEs detected
patch speed
0.50 / 0.5
⚠ Estimated — no CVE patch history
kev exposure
-1.50 / 1.5
KEV exposure detected
supply chain risk
-1.50 / 10.0
Risk 100.0/100
Score breakdown
schema v2Vulnerability posture
vulnerability posture
0.0
25%
direct cves: open
cve scan: available
Release responsiveness
release responsiveness
10.0
5%
patch speed days: no_history
Dependency exposure
dependency exposure
0.0
10%
supply chain risk: 100.0
transitive cves: 85c/429h
Provenance trust
provenance trust
5.7
40%
scorecard score: 5.7
openssf badge: none
Maintainer health
maintainer health
10.0
10%
activity freshness: 1d
Operational risk
operational risk
0.0
10%
kev exposure: detected
epss max: 0.997
How is this calculated?
The six dimensions group the legacy score signals into weighted categories: direct vulnerability status, patch responsiveness, dependency exposure, provenance checks, maintainer activity, and exploitability risk. The flat component values above remain available for compatibility.
Supply Chain Risk
Risk 100.0/100
85
Transitive critical CVEs
1
KEV-transitive CVEs
27%
Dependency freshness
Scorecard
Scorecard 5.7/10OpenSSF Scorecard evaluates supply-chain security practices automatically. Score ≥ 6 is passing; ≥ 8 is excellent.
| Check | Score | Reason |
|---|---|---|
| Packaging | -1 | packaging workflow not detected |
| Code-Review | 9 | Found 28/30 approved changesets -- score normalized to 9 |
| Dangerous-Workflow | 10 | no dangerous workflow patterns detected |
| Security-Policy | 3 | security policy file detected |
| Maintained | 10 | 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| Token-Permissions | 0 | detected GitHub workflow tokens with excessive permissions |
| CII-Best-Practices | 5 | badge detected: Passing |
| License | 10 | license file detected |
| Binary-Artifacts | 8 | binaries present in source code |
| Signed-Releases | -1 | no releases found |
| Fuzzing | 0 | project is not fuzzed |
| Pinned-Dependencies | 0 | dependency not pinned by hash detected -- score normalized to 0 |
| SAST | 0 | SAST tool is not run on all commits -- score normalized to 0 |
| Branch-Protection | 8 | branch protection is not maximal on development and all release branches |
CVE Patch History
Tracks CVEs that were addressed in tagged releases. Shorter gap between disclosure and patch = faster response. EPSS = predicted probability of exploitation in next 30 days (FIRST.org); colored at ≥90%ile and ≥50%ile.
CVEs Patched by Year
Critical
High
Medium
Low
2026
1
| CVE | Severity | EPSS | Disclosed | Fixed in | Days to fix | vs Ecosystem Median | KEV |
|---|---|---|---|---|---|---|---|
| CVE-2023-4863 | HIGH | 99%ile | — | ray-2.56.0 | — | — | KEV |
KEV = CISA Known Exploited Vulnerabilities catalog — actively exploited in the wild.
Dependency Vulnerabilities
4357 dependencies scanned
View full dependency list →
Scanning the SBOM (Software Bill of Materials) of the latest release for known vulnerabilities in transitive dependencies.
Critical
85
High
415
Medium
0
Low
0
Unknown
0
1 dependency vulnerabilities are in KEV.
CISA confirmed these vulnerabilities are actively exploited. Treat as critical priority.
Critical
85
High
415
| CVE | Severity | KEV | Dependency | Affected version | Cleared in release |
|---|---|---|---|---|---|
| CVE-2009-5042 | critical | — | docutils | — | ray-2.56.0 |
| CVE-2012-0805 | critical | — | sqlalchemy | — | ray-2.56.0 |
| CVE-2014-3007 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2016-4009 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2017-18342 | critical | — | pyyaml | — | ray-2.56.0 |
| CVE-2018-20060 | critical | — | urllib3 | — | ray-2.56.0 |
| CVE-2018-7575 | critical | — | tensorflow | — | ray-2.56.0 |
| CVE-2018-7750 | critical | — | paramiko | — | ray-2.56.0 |
| CVE-2019-20477 | critical | — | pyyaml | — | ray-2.56.0 |
| CVE-2019-6446 | critical | — | numpy | — | ray-2.56.0 |
| CVE-2019-7164 | critical | — | sqlalchemy | — | ray-2.56.0 |
| CVE-2019-7548 | critical | — | sqlalchemy | — | ray-2.56.0 |
| CVE-2020-11538 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2020-13092 | critical | — | scikit-learn | — | ray-2.56.0 |
| CVE-2020-14343 | critical | — | pyyaml | — | ray-2.56.0 |
| CVE-2020-15212 | critical | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15214 | critical | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-1747 | critical | — | pyyaml | — | ray-2.56.0 |
| CVE-2020-5310 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2020-5311 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2020-5312 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2021-25289 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2021-34552 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2021-41208 | critical | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41945 | critical | — | httpx | — | ray-2.56.0 |
| CVE-2021-42343 | critical | — | distributed | — | ray-2.56.0 |
| CVE-2021-43831 | critical | — | gradio | — | ray-2.56.0 |
| CVE-2022-0845 | critical | — | pytorch-lightning | — | ray-2.56.0 |
| CVE-2022-22817 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2022-24439 | critical | — | gitpython | — | ray-2.56.0 |
| CVE-2022-45907 | critical | — | torch | — | ray-2.56.0 |
| CVE-2023-1177 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-25668 | critical | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-2780 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-3765 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-39631 | critical | — | numexpr | 2.8.4 | ray-2.56.0 |
| CVE-2023-40267 | critical | — | gitpython | — | ray-2.56.0 |
| CVE-2023-47248 | critical | — | pyarrow | — | ray-2.56.0 |
| CVE-2023-48022 | critical | — | ray | — | ray-2.56.0 |
| CVE-2023-50447 | critical | — | pillow | — | ray-2.56.0 |
| CVE-2023-6014 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6015 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6018 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6019 | critical | — | ray | — | ray-2.56.0 |
| CVE-2023-6020 | critical | — | ray | — | ray-2.56.0 |
| CVE-2023-6021 | critical | — | ray | — | ray-2.56.0 |
| CVE-2023-6572 | critical | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2023-6730 | critical | — | transformers | — | ray-2.56.0 |
| CVE-2023-6831 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6974 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6975 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2024-0520 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2024-11041 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2024-1728 | critical | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-2195 | critical | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2024-27132 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2024-27133 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2024-3573 | critical | — | mlflow | — | ray-2.56.0 |
| CVE-2024-36039 | critical | — | pymysql | — | ray-2.56.0 |
| CVE-2024-48063 | critical | — | torch | — | ray-2.56.0 |
| CVE-2024-5452 | critical | — | lightning | — | ray-2.56.0 |
| CVE-2024-5980 | critical | — | lightning | — | ray-2.56.0 |
| CVE-2024-8019 | critical | — | pytorch-lightning | 1.8.6 | ray-2.56.0 |
| CVE-2024-8769 | critical | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2024-9052 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2024-9053 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2025-14009 | critical | — | nltk | 3.8.1 | ray-2.56.0 |
| CVE-2025-15036 | critical | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-15379 | critical | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-23042 | critical | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2025-29783 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2025-32434 | critical | — | torch | — | ray-2.56.0 |
| CVE-2025-32444 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2025-34351 | critical | — | ray | — | ray-2.56.0 |
| CVE-2025-43859 | critical | — | h11 | — | ray-2.56.0 |
| CVE-2025-47277 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2025-62593 | critical | — | ray | — | ray-2.56.0 |
| CVE-2025-7783 | critical | — | form-data | 3.0.1 | ray-2.56.0 |
| CVE-2026-0545 | critical | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2026-22778 | critical | — | vllm | — | ray-2.56.0 |
| CVE-2026-2635 | critical | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2026-44484 | critical | — | pytorch-lightning | — | ray-2.56.0 |
| GHSA-83fm-w79m-64r5 | critical | — | mlflow | — | ray-2.56.0 |
| GHSA-ggpf-24jw-3fcw | critical | — | vllm | — | ray-2.56.0 |
| GHSA-h6gw-r52c-724r | critical | — | tensorflow | — | ray-2.56.0 |
| CVE-2008-0299 | high | — | paramiko | — | ray-2.56.0 |
| CVE-2012-2374 | high | — | tornado | — | ray-2.56.0 |
| CVE-2013-1629 | high | — | pip | — | ray-2.56.0 |
| CVE-2013-4314 | high | — | pyopenssl | — | ray-2.56.0 |
| CVE-2013-5123 | high | — | pip | — | ray-2.56.0 |
| CVE-2014-1402 | high | — | jinja2 | — | ray-2.56.0 |
| CVE-2014-1858 | high | — | numpy | — | ray-2.56.0 |
| CVE-2014-1859 | high | — | numpy | — | ray-2.56.0 |
| CVE-2014-1932 | high | — | pillow | — | ray-2.56.0 |
| CVE-2014-3589 | high | — | pillow | — | ray-2.56.0 |
| CVE-2014-3598 | high | — | pillow | — | ray-2.56.0 |
| CVE-2014-9601 | high | — | pillow | — | ray-2.56.0 |
| CVE-2014-9720 | high | — | tornado | — | ray-2.56.0 |
| CVE-2015-5237 | high | — | protobuf | — | ray-2.56.0 |
| CVE-2016-0775 | high | — | pillow | — | ray-2.56.0 |
| CVE-2016-10075 | high | — | tqdm | — | ray-2.56.0 |
| CVE-2016-10745 | high | — | jinja2 | — | ray-2.56.0 |
| CVE-2016-2533 | high | — | pillow | — | ray-2.56.0 |
| CVE-2016-3076 | high | — | pillow | — | ray-2.56.0 |
| CVE-2016-9190 | high | — | pillow | — | ray-2.56.0 |
| CVE-2016-9243 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2017-12852 | high | — | numpy | — | ray-2.56.0 |
| CVE-2018-1000518 | high | — | websockets | — | ray-2.56.0 |
| CVE-2018-1000805 | high | — | paramiko | — | ray-2.56.0 |
| CVE-2018-1000807 | high | — | pyopenssl | — | ray-2.56.0 |
| CVE-2018-1000808 | high | — | pyopenssl | — | ray-2.56.0 |
| CVE-2018-10055 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2018-10903 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2018-18074 | high | — | requests | — | ray-2.56.0 |
| CVE-2018-21233 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2018-7576 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2018-7577 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2018-8825 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2019-10906 | high | — | jinja2 | — | ray-2.56.0 |
| CVE-2019-11324 | high | — | urllib3 | — | ray-2.56.0 |
| CVE-2019-12408 | high | — | pyarrow | — | ray-2.56.0 |
| CVE-2019-12410 | high | — | pyarrow | — | ray-2.56.0 |
| CVE-2019-16865 | high | — | pillow | — | ray-2.56.0 |
| CVE-2019-18874 | high | — | psutil | — | ray-2.56.0 |
| CVE-2019-19911 | high | — | pillow | — | ray-2.56.0 |
| CVE-2019-20916 | high | — | pip | — | ray-2.56.0 |
| CVE-2019-9635 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2019-9843 | high | — | com.diffplug.spotless:spotless-maven-plugin | — | ray-2.56.0 |
| CVE-2020-10177 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-10378 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-10379 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-10994 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-15193 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15199 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15200 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15202 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15203 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15206 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15208 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15209 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15210 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-15265 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-25032 | high | — | flask-cors | — | ray-2.56.0 |
| CVE-2020-25659 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2020-26269 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2020-28975 | high | — | scikit-learn | — | ray-2.56.0 |
| CVE-2020-35653 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-35654 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-36242 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2020-5313 | high | — | pillow | — | ray-2.56.0 |
| CVE-2020-7212 | high | — | urllib3 | — | ray-2.56.0 |
| CVE-2021-23437 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-23727 | high | — | celery | — | ray-2.56.0 |
| CVE-2021-25287 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-25288 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-25290 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-25291 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-25293 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-27921 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-27922 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-27923 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-28675 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-28676 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-28677 | high | — | pillow | — | ray-2.56.0 |
| CVE-2021-29591 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-32677 | high | — | fastapi | — | ray-2.56.0 |
| CVE-2021-33503 | high | — | urllib3 | — | ray-2.56.0 |
| CVE-2021-33880 | high | — | websockets | — | ray-2.56.0 |
| CVE-2021-3572 | high | — | pip | — | ray-2.56.0 |
| CVE-2021-37635 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37637 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37638 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37639 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37643 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37647 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37648 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37649 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37650 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37651 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37652 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37654 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37655 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37659 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37663 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37664 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37665 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37666 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37667 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37671 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37676 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37678 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37679 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37681 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37688 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-37689 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-3803 | high | — | nth-check | 1.0.2 | ray-2.56.0 |
| CVE-2021-4118 | high | — | pytorch-lightning | — | ray-2.56.0 |
| CVE-2021-41201 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41203 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41206 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41210 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41211 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41212 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41214 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41219 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41220 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41221 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2021-41495 | high | — | numpy | — | ray-2.56.0 |
| CVE-2022-0736 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2022-1941 | high | — | protobuf | — | ray-2.56.0 |
| CVE-2022-21726 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21727 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21728 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21729 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21730 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21731 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21734 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21735 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21736 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21737 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21738 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21739 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21740 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-21741 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23557 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23558 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23559 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23560 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23561 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23562 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23563 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23564 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23565 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23566 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23567 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23568 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23569 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23570 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23571 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23572 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23573 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23574 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23575 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23576 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23577 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23584 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23587 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23591 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23592 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23593 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-23594 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-24302 | high | — | paramiko | — | ray-2.56.0 |
| CVE-2022-24303 | high | — | pillow | — | ray-2.56.0 |
| CVE-2022-24770 | high | — | gradio | — | ray-2.56.0 |
| CVE-2022-25881 | high | — | http-cache-semantics | 4.1.0 | ray-2.56.0 |
| CVE-2022-25883 | high | — | semver | 6.3.0 | ray-2.56.0 |
| CVE-2022-29208 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-29216 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-30595 | high | — | pillow | — | ray-2.56.0 |
| CVE-2022-35937 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-35939 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-40898 | high | — | wheel | — | ray-2.56.0 |
| CVE-2022-40899 | high | — | future | — | ray-2.56.0 |
| CVE-2022-41894 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-41900 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-41902 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2022-45198 | high | — | pillow | — | ray-2.56.0 |
| CVE-2022-45199 | high | — | pillow | — | ray-2.56.0 |
| CVE-2023-0286 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2023-1428 | high | — | grpcio | — | ray-2.56.0 |
| CVE-2023-2356 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-25658 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25659 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25660 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25662 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25663 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25664 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25665 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25666 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25669 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25670 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25671 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25672 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25673 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25674 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25675 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25676 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-25801 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-26302 | high | — | markdown-it-py | — | ray-2.56.0 |
| CVE-2023-26303 | high | — | markdown-it-py | — | ray-2.56.0 |
| CVE-2023-27579 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-28859 | high | — | redis | — | ray-2.56.0 |
| CVE-2023-30172 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-30798 | high | — | starlette | — | ray-2.56.0 |
| CVE-2023-30861 | high | — | flask | 2.1.3 | ray-2.56.0 |
| CVE-2023-32731 | high | — | grpcio | — | ray-2.56.0 |
| CVE-2023-33953 | high | — | grpcio | — | ray-2.56.0 |
| CVE-2023-33976 | high | — | tensorflow | — | ray-2.56.0 |
| CVE-2023-34233 | high | — | snowflake-connector-python | — | ray-2.56.0 |
| CVE-2023-37920 | high | — | certifi | — | ray-2.56.0 |
| CVE-2023-38325 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2023-4033 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-40590 | high | — | gitpython | — | ray-2.56.0 |
| CVE-2023-43472 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-43804 | high | — | urllib3 | — | ray-2.56.0 |
| CVE-2023-44271 | high | — | pillow | — | ray-2.56.0 |
| CVE-2023-4785 | high | — | grpcio | — | ray-2.56.0 |
| CVE-2023-4863 | high | KEV | pillow | — | ray-2.56.1 |
| CVE-2023-50782 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2023-51449 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2023-6709 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6753 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6909 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6940 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6976 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-6977 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2023-7018 | high | — | transformers | — | ray-2.56.0 |
| CVE-2024-0964 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-10110 | high | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2024-10569 | high | — | gradio | — | ray-2.56.0 |
| CVE-2024-10624 | high | — | gradio | — | ray-2.56.0 |
| CVE-2024-10648 | high | — | gradio | — | ray-2.56.0 |
| CVE-2024-1135 | high | — | gunicorn | 20.1.0 | ray-2.56.0 |
| CVE-2024-11392 | high | — | transformers | 4.36.2 | ray-2.56.0 |
| CVE-2024-11393 | high | — | transformers | 4.36.2 | ray-2.56.0 |
| CVE-2024-11394 | high | — | transformers | 4.36.2 | ray-2.56.0 |
| CVE-2024-12778 | high | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2024-1483 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-1558 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-1560 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-1561 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-1593 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-1594 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-21536 | high | — | http-proxy-middleware | 2.0.6 | ray-2.56.0 |
| CVE-2024-21538 | high | — | cross-spawn | 7.0.3 | ray-2.56.0 |
| CVE-2024-2206 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-22190 | high | — | gitpython | — | ray-2.56.0 |
| CVE-2024-22421 | high | — | jupyterlab | — | ray-2.56.0 |
| CVE-2024-23334 | high | — | aiohttp | — | ray-2.56.0 |
| CVE-2024-24762 | high | — | fastapi | — | ray-2.56.0 |
| CVE-2024-24762 | high | — | python-multipart | 0.0.6 | ray-2.56.0 |
| CVE-2024-26130 | high | — | cryptography | — | ray-2.56.0 |
| CVE-2024-27134 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-28219 | high | — | pillow | — | ray-2.56.0 |
| CVE-2024-2928 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-29415 | high | — | ip | 2.0.0 | ray-2.56.0 |
| CVE-2024-30251 | high | — | aiohttp | — | ray-2.56.0 |
| CVE-2024-31580 | high | — | torch | — | ray-2.56.0 |
| CVE-2024-31583 | high | — | torch | — | ray-2.56.0 |
| CVE-2024-34069 | high | — | werkzeug | 2.3.8 | ray-2.56.0 |
| CVE-2024-34510 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-35178 | high | — | jupyter-server | 2.10.0 | ray-2.56.0 |
| CVE-2024-35515 | high | — | sqlitedict | 2.1.0 | ray-2.56.0 |
| CVE-2024-37052 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37053 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37054 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37055 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37056 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37057 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37058 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37059 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2024-37060 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37061 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-37890 | high | — | ws | 7.5.9 | ray-2.56.0 |
| CVE-2024-3848 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-39705 | high | — | nltk | 3.8.1 | ray-2.56.0 |
| CVE-2024-4068 | high | — | braces | 3.0.2 | ray-2.56.0 |
| CVE-2024-4325 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-43497 | high | — | deepspeed | — | ray-2.56.0 |
| CVE-2024-43805 | high | — | jupyterlab | — | ray-2.56.0 |
| CVE-2024-45296 | high | — | path-to-regexp | 0.1.7 | ray-2.56.0 |
| CVE-2024-45590 | high | — | body-parser | 1.20.2 | ray-2.56.0 |
| CVE-2024-47068 | high | — | rollup | 2.79.1 | ray-2.56.0 |
| CVE-2024-47084 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-47867 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-47870 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-47871 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-47874 | high | — | starlette | — | ray-2.56.0 |
| CVE-2024-4941 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2024-5187 | high | — | onnx | 1.16.0 | ray-2.56.0 |
| CVE-2024-52798 | high | — | path-to-regexp | 0.1.7 | ray-2.56.0 |
| CVE-2024-52804 | high | — | tornado | — | ray-2.56.0 |
| CVE-2024-53899 | high | — | virtualenv | — | ray-2.56.0 |
| CVE-2024-53981 | high | — | python-multipart | 0.0.6 | ray-2.56.0 |
| CVE-2024-6221 | high | — | flask-cors | 4.0.0 | ray-2.56.0 |
| CVE-2024-6827 | high | — | gunicorn | 20.1.0 | ray-2.56.0 |
| CVE-2024-7776 | high | — | onnx | 1.16.0 | ray-2.56.0 |
| CVE-2024-8020 | high | — | pytorch-lightning | 1.8.6 | ray-2.56.0 |
| CVE-2024-8061 | high | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2024-8768 | high | — | vllm | — | ray-2.56.0 |
| CVE-2024-8859 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2024-8966 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2025-0189 | high | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2025-0190 | high | — | aim | 3.23.0 | ray-2.56.0 |
| CVE-2025-10279 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-11200 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2025-11201 | high | — | mlflow | — | ray-2.56.0 |
| CVE-2025-12060 | high | — | keras | 2.15.0 | ray-2.56.0 |
| CVE-2025-12816 | high | — | node-forge | 1.3.1 | ray-2.56.0 |
| CVE-2025-14279 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-14287 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-15031 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-15381 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2025-24357 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-24793 | high | — | snowflake-connector-python | — | ray-2.56.0 |
| CVE-2025-27152 | high | — | axios | 0.21.4 | ray-2.56.0 |
| CVE-2025-30165 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-30167 | high | — | jupyter-core | 5.5.0 | ray-2.56.0 |
| CVE-2025-30202 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-4565 | high | — | protobuf | — | ray-2.56.0 |
| CVE-2025-47287 | high | — | tornado | — | ray-2.56.0 |
| CVE-2025-48379 | high | — | pillow | — | ray-2.56.0 |
| CVE-2025-48956 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-53000 | high | — | nbconvert | 6.5.4 | ray-2.56.0 |
| CVE-2025-53365 | high | — | mcp | 1.2.0 | ray-2.56.0 |
| CVE-2025-53366 | high | — | mcp | 1.2.0 | ray-2.56.0 |
| CVE-2025-57809 | high | — | xgrammar | 0.1.19 | ray-2.56.0 |
| CVE-2025-59425 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-6176 | high | — | brotli | 1.1.0 | ray-2.56.0 |
| CVE-2025-62164 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-62372 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-6242 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-62703 | high | — | fugue | 0.8.7 | ray-2.56.0 |
| CVE-2025-62727 | high | — | starlette | — | ray-2.56.0 |
| CVE-2025-66031 | high | — | node-forge | 1.3.1 | ray-2.56.0 |
| CVE-2025-66416 | high | — | mcp | 1.22.0 | ray-2.56.0 |
| CVE-2025-66418 | high | — | urllib3 | 1.26.19 | ray-2.56.0 |
| CVE-2025-66448 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-66471 | high | — | urllib3 | 1.26.19 | ray-2.56.0 |
| CVE-2025-67221 | high | — | orjson | 3.9.15 | ray-2.56.0 |
| CVE-2025-69223 | high | — | aiohttp | — | ray-2.56.0 |
| CVE-2025-9141 | high | — | vllm | — | ray-2.56.0 |
| CVE-2025-9906 | high | — | keras | 2.15.0 | ray-2.56.0 |
| CVE-2026-0846 | high | — | nltk | 3.8.1 | ray-2.56.0 |
| CVE-2026-0847 | high | — | nltk | 3.8.1 | ray-2.56.0 |
| CVE-2026-0994 | high | — | protobuf | 4.25.8 | ray-2.56.0 |
| CVE-2026-1260 | high | — | sentencepiece | 0.1.96 | ray-2.56.0 |
| CVE-2026-1462 | high | — | keras | 2.15.0 | ray-2.56.0 |
| CVE-2026-2033 | high | — | mlflow | 3.1.4 | ray-2.56.0 |
| CVE-2026-21226 | high | — | azure-core | 1.29.5 | ray-2.56.0 |
| CVE-2026-21441 | high | — | urllib3 | 1.26.19 | ray-2.56.0 |
| CVE-2026-22029 | high | — | @remix-run/router | 1.0.3 | ray-2.56.0 |
| CVE-2026-22807 | high | — | vllm | — | ray-2.56.0 |
| CVE-2026-23745 | high | — | tar | 6.1.11 | ray-2.56.0 |
| CVE-2026-23949 | high | — | jaraco-context | 5.3.0 | ray-2.56.0 |
| CVE-2026-23950 | high | — | tar | 6.1.11 | ray-2.56.0 |
| CVE-2026-24049 | high | — | wheel | 0.45.1 | ray-2.56.0 |
| CVE-2026-24486 | high | — | python-multipart | 0.0.6 | ray-2.56.0 |
| CVE-2026-24779 | high | — | vllm | — | ray-2.56.0 |
| CVE-2026-24842 | high | — | tar | 6.1.11 | ray-2.56.0 |
| CVE-2026-25048 | high | — | xgrammar | 0.1.19 | ray-2.56.0 |
| CVE-2026-25639 | high | — | axios | 0.21.4 | ray-2.56.0 |
| CVE-2026-25990 | high | — | pillow | 10.4.0 | ray-2.56.0 |
| CVE-2026-26007 | high | — | cryptography | 44.0.3 | ray-2.56.0 |
| CVE-2026-26960 | high | — | tar | 6.1.11 | ray-2.56.0 |
| CVE-2026-26996 | high | — | minimatch | 5.1.6 | ray-2.56.0 |
| CVE-2026-27459 | high | — | pyopenssl | 25.0.0 | ray-2.56.0 |
| CVE-2026-27489 | high | — | onnx | 1.16.0 | ray-2.56.0 |
| CVE-2026-27606 | high | — | rollup | 2.79.1 | ray-2.56.0 |
| CVE-2026-27893 | high | — | vllm | — | ray-2.56.0 |
| CVE-2026-27903 | high | — | minimatch | 5.1.6 | ray-2.56.0 |
| CVE-2026-27904 | high | — | minimatch | 5.1.6 | ray-2.56.0 |
| CVE-2026-27932 | high | — | joserfc | 1.5.0 | ray-2.56.0 |
| CVE-2026-28414 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2026-28416 | high | — | gradio | 3.50.2 | ray-2.56.0 |
| CVE-2026-28500 | high | — | onnx | 1.16.0 | ray-2.56.0 |
| CVE-2026-29074 | high | — | svgo | 2.8.0 | ray-2.56.0 |
| CVE-2026-29786 | high | — | tar | 6.1.11 | ray-2.56.0 |
| CVE-2026-30922 | high | — | pyasn1 | 0.5.1 | ray-2.56.0 |
| CVE-2026-31802 | high | — | tar | 6.1.11 | ray-2.56.0 |
| CVE-2026-31958 | high | — | tornado | 6.5.4 | ray-2.56.0 |
| CVE-2026-32141 | high | — | flatted | 3.2.7 | ray-2.56.0 |
| CVE-2026-32274 | high | — | black | 22.10.0 | ray-2.56.0 |
| CVE-2026-32597 | high | — | pyjwt | 2.8.0 | ray-2.56.0 |
| CVE-2026-32874 | high | — | ujson | 5.10.0 | ray-2.56.0 |
| CVE-2026-32875 | high | — | ujson | 5.10.0 | ray-2.56.0 |
| CVE-2026-33079 | high | — | mistune | 3.2.0 | ray-2.56.0 |
| CVE-2026-33228 | high | — | flatted | 3.2.7 | ray-2.56.0 |
| CVE-2026-33231 | high | — | nltk | 3.8.1 | ray-2.56.0 |
| CVE-2026-33236 | high | — | nltk | 3.8.1 | ray-2.56.0 |
| CVE-2026-33671 | high | — | picomatch | 2.3.1 | ray-2.56.0 |
| CVE-2026-33891 | high | — | node-forge | 1.3.1 | ray-2.56.0 |
| CVE-2026-33894 | high | — | node-forge | 1.3.1 | ray-2.56.0 |
| CVE-2026-33895 | high | — | node-forge | 1.3.1 | ray-2.56.0 |
| CVE-2026-33896 | high | — | node-forge | 1.3.1 | ray-2.56.0 |
| CVE-2026-34445 | high | — | onnx | 1.16.0 | ray-2.56.0 |
| CVE-2026-35397 | high | — | jupyter-server | 2.10.0 | ray-2.56.0 |
| CVE-2026-35536 | high | — | tornado | 6.5.4 | ray-2.56.0 |
| CVE-2026-40110 | high | — | jupyter-server | 2.10.0 | ray-2.56.0 |
| CVE-2026-40171 | high | — | jupyterlab | 4.5.1 | ray-2.56.0 |
| CVE-2026-40192 | high | — | pillow | 10.4.0 | ray-2.56.0 |
| CVE-2026-40934 | high | — | jupyter-server | 2.10.0 | ray-2.56.0 |
| CVE-2026-41066 | high | — | lxml | 6.0.2 | ray-2.56.0 |
| CVE-2026-41486 | high | — | ray | — | ray-2.56.0 |
| CVE-2026-42033 | high | — | axios | 0.21.4 | ray-2.56.0 |
| CVE-2026-42035 | high | — | axios | 0.21.4 | ray-2.56.0 |
| CVE-2026-42043 | high | — | axios | 0.21.4 | ray-2.56.0 |
| CVE-2026-42215 | high | — | gitpython | 3.1.44 | ray-2.56.0 |
| CVE-2026-42266 | high | — | jupyterlab | 4.5.1 | ray-2.56.0 |
| CVE-2026-42284 | high | — | gitpython | 3.1.44 | ray-2.56.0 |
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