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marin-community/marin

https://github.com/marin-community/marin · scanned 2026-06-05 20:17 UTC (4 days, 13 hours ago) · 10 languages

1740 raw signals (312 security + 1428 graph) 11/13 scanners ran 94th percentile · Python · large (100-500K LoC) System graph score 52 (higher by 38)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 13 hours ago · v2 · 589 actionable findings from 2 signal sources. 433 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
71.7
/100
Security checks
92
97 findings
System graph
52
100.0% cov · 492 findings
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 85.0 0.15 12.75
security_score 100.0 0.25 25.00
testing_score 100.0 0.20 20.00
documentation_score 99.0 0.15 14.85
practices_score 78.0 0.15 11.70
code_quality 55.0 0.10 5.50
Overall 1.00 89.8
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 36 Medium 77 Low 261 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 97 System graph 492 Crowd 0 Layer: Software 74 Quality 431 Security 21 Cicd 13 Frontend 3 Network 4 Hardware 14 Api 29
Scan summary Quality grade A- (90/100). Dimensions: security 100, maintainability 85. 312 findings (84 security). 467,770 lines analyzed.

Showing 373 of 589 actionable findings. 1022 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high Security checks quality Quality conf 1.00 ✓ Repobility 13 occurrences [MINED107] Missing import: `platform` used but not imported: The file uses `platform.something(...)` but never imports `platform`. This raises NameError at runtime the first time the line executes.
Add `import platform` at the top of the file.
12 files, 13 locations
lib/iris/src/iris/cluster/runtime/docker.py:207, 853 (2 hits)
lib/finelog/src/finelog/deploy/_gcp.py:75
lib/haliax/src/haliax/_src/einsum.py:388
lib/haliax/src/haliax/_src/parsing.py:261
lib/haliax/src/haliax/_src/rearrange.py:136
lib/haliax/src/haliax/_src/state_dict.py:106
lib/haliax/src/haliax/core.py:917
lib/haliax/src/haliax/hof.py:97
low Security checks cicd CI/CD security conf 0.35 ✓ Repobility 23 occurrences Workflow references repository secrets in a pull_request workflow
Fork pull_request runs do not receive normal repository secrets on GitHub Actions. Review this as a reliability/intent signal, not as direct fork-secret exfiltration. Raise severity only for pull_request_target or another trusted-context path that runs untrusted PR code with secrets.
9 files, 23 locations
.github/workflows/iris-smoke-coreweave.yaml:80, 106, 107, 128, 129, 146, 147 (7 hits)
.github/workflows/iris-smoke-gcp.yaml:101, 106, 176, 263, 268, 280 (6 hits)
.github/workflows/iris-release-iap-proxy.yaml:57, 62 (2 hits)
.github/workflows/levanter-unit.yaml:143, 144 (2 hits)
.github/workflows/ops-infra-dashboard.yaml:64, 69 (2 hits)
.github/workflows/iris-unit.yaml:118
.github/workflows/marin-integration.yaml:88
.github/workflows/marin-unit.yaml:67
CI/CD securityworkflow secretsGitHub Actions
low Security checks quality Quality conf 1.00 ✓ Repobility [MINED006] Overcatch Baseexception: except BaseException: ... — prevents Ctrl+C and SystemExit from working.
Review and fix per the pattern semantics. See CWE-705 / for context.
scripts/datakit/validate_source_staging.py:139
low Security checks quality Quality conf 1.00 ✓ Repobility [MINED006] Overcatch Baseexception: except BaseException: ... — prevents Ctrl+C and SystemExit from working.
Review and fix per the pattern semantics. See CWE-705 / for context.
scripts/datakit/validate_ferry_outputs.py:271
low Security checks quality Quality conf 1.00 ✓ Repobility [MINED012] Curl Pipe Bash: curl ... | sh / bash — runs unverified network code.
Review and fix per the pattern semantics. See CWE-494 / A08:2021 for context.
scripts/speedrun/onboarding_setup.sh:143
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED021] Path Traversal Os Join: os.path.join(user_dir, filename) where filename can contain "../" — directory escape.
Review and fix per the pattern semantics. See CWE-22 / A01:2021 for context.
experiments/tutorials/hello_world.py:53
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED036] Python Os System Call: os.system() invokes shell with no escaping.
Review and fix per the pattern semantics. See CWE-78 / for context.
scripts/debug/decode_tokens.py:216
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI DELETE /api/delete-rules/{rule_id} has no auth: Handler `remove_delete_rule` is registered with router/app.delete(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:1020
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI DELETE /api/rules/{rule_id} has no auth: Handler `remove_protect_rule` is registered with router/app.delete(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:780
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /api/delete-patterns/estimate has no auth: Handler `estimate_delete_patterns` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:1031
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /api/delete-rules has no auth: Handler `create_delete_rule` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:1000
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /api/login has no auth: Handler `login` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:300
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /api/rules has no auth: Handler `create_protect_rule` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:758
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /api/sync has no auth: Handler `trigger_sync` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
scripts/ops/storage/dashboard/server.py:1368
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /v1/chat/completions has no auth: Handler `create_chat_completion` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
lib/levanter/src/levanter/inference/openai.py:760
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /v1/completions has no auth: Handler `create_completion` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
lib/levanter/src/levanter/inference/openai.py:764
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /v1/tokens has no auth: Handler `fetch_tokens` is registered with router/app.post(...) but no Depends/Security parameter is declared and no auth marker appears in the function body.
Add Depends(get_current_user) or Security(...) to the handler signature. If the route is truly public, document it with a code comment so the rule knows it's intentional.
lib/levanter/src/levanter/inference/openai.py:768
high Security checks software dependencies conf 0.90 ✓ Repobility 17 occurrences [MINED118] Dockerfile FROM `ubuntu:22.04` not pinned by digest: `FROM ubuntu:22.04` resolves the tag at build time. The registry CAN re-push a different image for the same tag, so every build is potentially different. Production images should pin to `image@sha256:...` for reproducibility + supply-chain integrity.
Replace with: `FROM ubuntu:22.04@sha256:<digest>`. Get the digest from `docker manifest inspect`. Re-pin via a scheduled bot (Renovate, Dependabot).
9 files, 17 locations
docker/marin/Dockerfile.vllm:2, 14, 18 (3 hits)
lib/finelog/deploy/Dockerfile:17, 34, 64 (3 hits)
lib/iris/Dockerfile:15, 29, 156 (3 hits)
infra/status-page/Dockerfile:5, 21 (2 hits)
lib/levanter/docker/tpu/Dockerfile.base:1, 19 (2 hits)
docker/marin/Dockerfile.tpu-ci:3
experiments/swe_rebench_trace/Dockerfile:31
infra/iris-iap-proxy/Dockerfile:3
high Security checks security path traversal conf 0.80 [SEC013] Path Traversal — User Input in File Path: User-controlled input used in file path without sanitization. Allows reading arbitrary files.
Use os.path.realpath() and verify the path starts with your expected base directory. Use secure_filename() for uploads.
experiments/tutorials/hello_world.py:53
low Security checks security Injection conf 1.00 [SEC103] LDAP injection — non-constant search filter: User input concatenated into an LDAP search filter. Attackers inject `*)(uid=*` style payloads to bypass auth or enumerate accounts.
Escape with javax.naming.ldap.Rdn.escapeValue or equivalent. For python-ldap, use ldap.filter.escape_filter_chars. Better: use parameterized search APIs (Spring LdapTemplate filter encoders).
scripts/training/get_files_on_gcs.py:61
high Security checks cicd CI/CD security conf 0.92 4 occurrences Dockerfile pipes a remote script into a shell
Download the artifact, verify its checksum or signature, pin the version, and then execute it.
2 files, 4 locations
docker/marin/Dockerfile.tpu-ci:15, 35 (2 hits)
lib/iris/Dockerfile:161, 177 (2 hits)
CI/CD securitycontainers
high System graph api Wiring conf 1.00 Dangling fetch: POST /${service}/${method} (lib/iris/dashboard/src/composables/useRpc.ts:40)
`lib/iris/dashboard/src/composables/useRpc.ts:40` calls `POST /${service}/${method}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/<p>/<p>` If this points at an external API, prefix it with `https://` so the matche…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /finelog.logging.LogService/${method} (lib/iris/dashboard/src/composables/useRpc.ts:134)
`lib/iris/dashboard/src/composables/useRpc.ts:134` calls `POST /finelog.logging.LogService/${method}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/finelog.logging.logservice/<p>` If this points at an external API,…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /iris.cluster.ControllerService/${method} (lib/iris/dashboard/src/composables/useRpc.ts:95)
`lib/iris/dashboard/src/composables/useRpc.ts:95` calls `POST /iris.cluster.ControllerService/${method}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/iris.cluster.controllerservice/<p>` If this points at an extern…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /iris.cluster.WorkerService/${method} (lib/iris/dashboard/src/composables/useRpc.ts:145)
`lib/iris/dashboard/src/composables/useRpc.ts:145` calls `POST /iris.cluster.WorkerService/${method}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/iris.cluster.workerservice/<p>` If this points at an external API,…
Dangling fetchFetch
high System graph security auth conf 1.00 FastAPI DELETE `remove_delete_rule` without auth dependency — scripts/ops/storage/dashboard/server.py:1018
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/ops/storage/dashboard/server.py:1018 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI DELETE `remove_protect_rule` without auth dependency — scripts/ops/storage/dashboard/server.py:778
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/ops/storage/dashboard/server.py:778 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_chat_completion` without auth dependency — lib/levanter/src/levanter/inference/openai.py:759
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
lib/levanter/src/levanter/inference/openai.py:759 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_completion` without auth dependency — lib/levanter/src/levanter/inference/openai.py:763
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
lib/levanter/src/levanter/inference/openai.py:763 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_delete_rule` without auth dependency — scripts/ops/storage/dashboard/server.py:998
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/ops/storage/dashboard/server.py:998 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_protect_rule` without auth dependency — scripts/ops/storage/dashboard/server.py:756
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/ops/storage/dashboard/server.py:756 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `estimate_delete_patterns` without auth dependency — scripts/ops/storage/dashboard/server.py:1029
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/ops/storage/dashboard/server.py:1029 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `fetch_tokens` without auth dependency — lib/levanter/src/levanter/inference/openai.py:767
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
lib/levanter/src/levanter/inference/openai.py:767 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `trigger_sync` without auth dependency — scripts/ops/storage/dashboard/server.py:1366
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/ops/storage/dashboard/server.py:1366 securityAuth fastapi unauth mutation
high System graph security security conf 1.00 Insecure pattern 'eval_used' in experiments/plantcad/exp1729_plantcad_eval.py:454
Found a known-risky pattern (eval_used). Review and replace if possible.
experiments/plantcad/exp1729_plantcad_eval.py:454 Eval used
medium Security checks security auth conf 0.92 [AUC001] No Repobility access matrix policy found: The repository uses web/API frameworks but does not define .repobility/access.yml or equivalent authorization documentation.
Add .repobility/access.yml mapping routes to anonymous, authenticated, owner, admin, and super_admin. Keep business-specific rules in the repo so CI can enforce them.
low Security checks quality Error handling conf 1.00 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even in cleanup code, log at DEBUG level.
Log the error: `except Exception: logger.debug('cleanup failed', exc_info=True)`. Or handle specific exception types.
infra/codehealth/log_stats.py:201
low Security checks quality Error handling conf 1.00 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even in cleanup code, log at DEBUG level.
Log the error: `except Exception: logger.debug('cleanup failed', exc_info=True)`. Or handle specific exception types.
experiments/swe_rebench_trace/tracer.py:209
medium Security checks quality Quality conf 1.00 ✓ Repobility [MINED109] Mutable default argument in `__init__` (dict): `def __init__(... = []/{}/set())` — Python's default value is constructed ONCE at function definition time and shared across all calls. Mutating it in one call mutates it for every future call too.
Use None as the default and create the collection inside the function: `def __init__(x=None): x = x or []`
lib/marin/src/marin/rl/environments/prime_intellect_env.py:30
medium Security checks quality Quality conf 1.00 ✓ Repobility [MINED109] Mutable default argument in `run_with_timeout_signal` (dict): `def run_with_timeout_signal(... = []/{}/set())` — Python's default value is constructed ONCE at function definition time and shared across all calls. Mutating it in one call mutates it for every future call too.
Use None as the default and create the collection inside the function: `def run_with_timeout_signal(x=None): x = x or []`
lib/marin/src/marin/rl/environments/tinker_environments/math_grading.py:568
medium Security checks software dependencies conf 0.90 ✓ Repobility 10 occurrences [MINED124] requirements.txt: `mkdocs` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `mkdocs` with `mkdocs==<version>` and manage upgrades through PRs / Dependabot.
lines 1, 2, 3, 4, 5, 6, 7, 8, +2 more
lib/levanter/docs/requirements.txt:1, 2, 3, 4, 5, 6, 7, 8, +2 more (10 hits)
low Security checks quality Quality conf 1.00 [SEC136] AI-typical over-broad exception handler swallowing all errors: Catch-all exception block that silently returns success or no-ops. AI agents reach for this pattern when a flaky test or an unfamiliar API throws — wrap, swallow, return success. Real bugs are masked, observability is destroyed, and callers think the operation worked. CWE-396 (improperly-generalized exception). Distinct from intentional fallback because there's no log line and the success value is fabricated.
Catch the specific exception type, log at error level with full exception info, and return a failure-shaped result. If the operation is genuinely best-effort, log at warning and document why in a comment so the next reader (or scanner) knows.
infra/codehealth/log_stats.py:101
high Security checks quality Quality conf 0.72 Agent control bridge may listen on a network interface without visible auth
Bind local agent bridges to 127.0.0.1 by default. If remote access is required, require a bearer token or mTLS, enforce origin/CSRF checks for browser clients, and document the threat model.
lib/fray/src/fray/iris_backend.py:104
low Security checks quality Error handling conf 0.55 ✓ Repobility 17 occurrences Broad exception handler needs review
This handler catches Exception/BaseException. It is actionable when it swallows errors without logging, re-raising, or returning a structured error. Handlers that intentionally convert exceptions into typed error results should not be treated as high risk.
3 files, 17 locations
infra/pre-commit.py:393, 428, 435, 457, 537, 584, 662, 696, +5 more (13 hits)
infra/github_wandb_metrics.py:15, 66 (2 hits)
tests/processing/classification/deduplication/resources/parser_variants/_utils.py:53, 111 (2 hits)
Error handlingquality
high Security checks security auth conf 0.82 4 occurrences Browser storage is used for session token material
Prefer httpOnly, Secure, SameSite cookies or short-lived in-memory tokens. Avoid persistent browser storage for access, refresh, ID, or partner session tokens.
2 files, 4 locations
scripts/ops/storage/dashboard/app.js:6, 1389, 1449 (3 hits)
scripts/ops/storage/dashboard/api.js:2
medium Security checks quality Quality conf 0.73 Codex session log reader may expose prompts or tool-call content
Parse only usage metadata by default. Redact prompts, tool arguments, file paths, and message content before storage, telemetry, export, screenshots, or support bundles.
infra/pre-commit.py:624
medium Security checks cicd CI/CD security conf 0.86 Database dump or local database file is included in Docker build context
Move database dumps outside the Docker build context or exclude them with .dockerignore. Keep backup and restore artifacts in private object storage or a dedicated backup workflow.
.dockerignore CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.82 7 occurrences Docker final stage has no non-root USER
Add a non-root USER in the final runtime stage after files and permissions are prepared.
7 files, 7 locations
docker/marin/Dockerfile.vllm:18
experiments/swe_rebench_trace/Dockerfile:31
infra/iris-iap-proxy/Dockerfile:4
infra/status-page/Dockerfile:21
lib/iris/Dockerfile:156
lib/levanter/docker/tpu/Dockerfile.base:20
lib/levanter/docker/tpu/Dockerfile.incremental:4
CI/CD securitycontainers
medium Security checks cicd CI/CD security conf 0.94 Dockerfile base image uses the latest tag
Pin to a maintained version tag or digest and update it deliberately through dependency automation.
experiments/swe_rebench_trace/Dockerfile:31 CI/CD securitycontainers
medium Security checks cicd CI/CD security conf 0.76 Dockerfile copies broad context with incomplete .dockerignore
Tighten .dockerignore or replace COPY . with explicit COPY statements.
infra/iris-iap-proxy/Dockerfile:11 CI/CD securitycontainers
high Security checks quality Quality conf 0.80 localStorage write failures are swallowed silently
Handle QuotaExceededError explicitly, show a toast or error state, and guide the user to export/clear old local data. Log non-quota failures for diagnostics.
lib/finelog/dashboard/src/components/layout/AppHeader.vue:14
medium Security checks quality Quality conf 0.78 Public web service has no security.txt
Add /.well-known/security.txt with Contact, Expires, Canonical, Preferred-Languages, and Policy fields. Keep the contact endpoint monitored.
.well-known/security.txt
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — infra/status-page/web/src/api.ts:180
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — lib/finelog/dashboard/src/composables/useRpc.ts:4
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — lib/iris/dashboard/src/composables/useRpc.ts:4
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — scripts/ops/storage/dashboard/api.js:16
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph hardware Supply chain conf 1.00 Docker base image uses a mutable or implicit tag: ghcr.io/marin-community/iris-task:latest
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
experiments/swe_rebench_trace/Dockerfile:31 containersPinned dependencies
medium System graph hardware Security conf 1.00 Dockerfile runs as root: experiments/swe_rebench_trace/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: infra/iris-iap-proxy/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: infra/status-page/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph hardware Security conf 1.00 Dockerfile runs as root: lib/iris/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph cicd CI/CD security conf 1.00 91 occurrences GitHub Action is tag-pinned rather than SHA-pinned
pypa/[email protected] can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
12 files, 60 locations
.github/workflows/ops-docker-images.yaml:46, 55, 86, 95, 126, 135, 163, 178, +3 more (11 hits)
.github/workflows/iris-smoke-gcp.yaml:78, 99, 104, 119, 122, 255, 261, 266 (8 hits)
.github/workflows/marin-canary-datakit-tier3.yaml:36, 44, 49 (6 hits)
.github/workflows/ops-claude.yaml:57, 105, 204 (6 hits)
.github/workflows/iris-dev-restart.yaml:33, 39, 44, 49, 52 (5 hits)
.github/workflows/iris-release-iap-proxy.yaml:28, 31, 55, 60 (4 hits)
.github/workflows/levanter-integration-gpt2-small.yaml:26, 31, 40, 54 (4 hits)
.github/workflows/ops-codeql.yaml:39, 67 (4 hits)
CI/CD securitySupply chainGitHub Actions
medium System graph cicd CI/CD security conf 1.00 16 occurrences GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
12 files, 12 locations
.github/workflows/dupekit-release-wheels.yaml
.github/workflows/iris-dev-restart.yaml
.github/workflows/iris-smoke-coreweave.yaml
.github/workflows/iris-smoke-gcp.yaml
.github/workflows/marin-canary-datakit-tier1.yaml
.github/workflows/marin-canary-ferry-coreweave.yaml
.github/workflows/marin-canary-ferry.yaml
.github/workflows/marin-release-libs-wheels.yaml
CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in infra/tpu-ci/vm_manager.py:758
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
infra/tpu-ci/vm_manager.py:758 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in lib/marin/src/marin/execution/executor.py:1527
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
lib/marin/src/marin/execution/executor.py:1527 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — experiments/datakit/decontam/prepare_eval_corpus.py:277
`urllib.request.urlopen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — experiments/evals/served_qwen3_humaneval.py:121
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/codehealth/review.py:230
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/configure_buckets.py:48
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/pre-commit.py:90
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/probes/deploy/deploy.py:38
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/scripts/nightshift_ci_tests.py:126
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/scripts/nightshift_cleanup.py:148
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/scripts/nightshift_doc_drift.py:100
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/tpu-ci/setup.py:38
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — infra/tpu-ci/vm_manager.py:118
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/finelog/scripts/generate_protos.py:40
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/finelog/scripts/safe_deploy.py:78
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/finelog/src/finelog/deploy/_gcp.py:87
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/finelog/src/finelog/deploy/_k8s.py:60
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/finelog/src/finelog/deploy/build.py:93
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/scripts/dashboard-eval-loop.py:63
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/scripts/generate_protos.py:40
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/scripts/install_kueue.py:321
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/scripts/run-workitem-loop.py:67
`subprocess.Popen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/scripts/setup_iam.py:78
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/src/iris/cli/build.py:35
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/src/iris/cli/cluster.py:701
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/src/iris/cluster/providers/gcp/local.py:106
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/src/iris/cluster/providers/k8s/fake.py:168
`requests.get(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/src/iris/cluster/providers/k8s/tasks.py:932
`requests.get(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/iris/src/iris/cluster/runtime/docker.py:264
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/levanter/scripts/loss_history.py:43
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/levanter/src/levanter/infra/cli_helpers.py:117
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/levanter/src/levanter/infra/tpus.py:206
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/levanter/src/levanter/kernels/deepep/layout_ffi.py:94
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/levanter/src/levanter/kernels/deepep/transport_ffi.py:363
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/cluster/gcp.py:168
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/datakit/download/wikipedia.py:39
`requests.get(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/evaluation/evaluators/evalchemy_evaluator.py:289
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/execution/executor.py:1527
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/inference/vllm_smoke_test.py:53
`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/rl/environments/prime_intellect_env.py:92
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — lib/marin/src/marin/run/slurm_run.py:174
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — rust/dupekit/build_package.py:127
`urllib.request.urlretrieve(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/datakit/collect_perf_metrics.py:178
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/datakit/submit_perf_run.py:193
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/grug_variant_diff_ci.py:46
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/infra/register_pypi_packages.py:82
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/iris/dev_tpu.py:219
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/ops/egress_report.py:37
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/ops/storage/build_report.py:135
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/ops/storage/dashboard/server.py:125
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/pm/gh_issues_from_markdown.py:143
`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/python_libs_package.py:85
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/workflows/iris_monitor.py:82
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph network Security conf 1.00 Privileged port 1 in use
Port 1 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/workflows/marin-canary-datakit-tier3.yaml Ports
medium System graph network Security conf 1.00 Privileged port 30 in use
Port 30 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/workflows/marin-canary-datakit-tier2.yaml Ports
medium System graph network Security conf 1.00 Privileged port 5 in use
Port 5 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/workflows/iris-dev-restart.yaml Ports
medium System graph network Security conf 1.00 Privileged port 7 in use
Port 7 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/workflows/marin-canary-datakit-tier2.yaml Ports
low Security checks cicd CI/CD security conf 0.72 .dockerignore misses sensitive defaults
Add missing patterns such as .env, .git, private keys, certificates, dependency folders, and local databases.
.dockerignore CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.72 5 occurrences Dockerfile installs recommended OS packages
Add `--no-install-recommends` and explicitly list only packages the image needs.
3 files, 5 locations
docker/marin/Dockerfile.vllm:3, 52 (2 hits)
lib/levanter/docker/tpu/Dockerfile.cluster:8, 17 (2 hits)
lib/levanter/docker/tpu/Dockerfile.base:2
CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.72 5 occurrences Dockerfile keeps pip download cache
Use `pip install --no-cache-dir ...` in container builds.
3 files, 5 locations
lib/levanter/docker/tpu/Dockerfile.base:3, 6, 23 (3 hits)
docker/marin/Dockerfile.vllm:93
lib/iris/Dockerfile:93
CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.74 3 occurrences Dockerfile leaves apt package indexes in the image layer
End the apt install layer with `rm -rf /var/lib/apt/lists/*`.
3 files, 3 locations
docker/marin/Dockerfile.vllm:52
lib/levanter/docker/tpu/Dockerfile.base:2
lib/levanter/docker/tpu/Dockerfile.cluster:8
CI/CD securitycontainers
low Security checks quality Quality conf 0.60 30 occurrences Duplicated implementation block across source files
Duplicate implementation blocks are maintenance debt. Keep them visible, but they are not a high-severity defect unless the duplicated logic is security-sensitive or drifting.
12 files, 17 locations
experiments/datakit/cluster/quality/v0/all_sources_quality_llm.py:104, 107 (2 hits)
experiments/exp_model_perplexity_gap_prompt_format_sensitivity_32b.py:18, 28 (2 hits)
experiments/grug/moe/launch.py:31, 73 (2 hits)
experiments/grug/moe/train.py:52, 53 (2 hits)
experiments/scaling_law_sweeps/completed_adamh.py:143, 146 (2 hits)
experiments/datakit/cluster/domain/v0/ops/exp_smoke.py:105
experiments/datakit/cluster/quality/dolma3_quality/all_sources_quality.py:77
experiments/datakit/cluster/quality/v0/ops/eval_vs_dolma3.py:49
duplicationquality
low System graph quality Maintenance conf 1.00 182 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: debian:bookworm-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lib/finelog/deploy/Dockerfile:64 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 2 occurrences Docker base image is tag-pinned but not digest-pinned: node:20-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lines 5, 21
infra/status-page/Dockerfile:5, 21 (2 hits)
containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: node:22-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lib/finelog/deploy/Dockerfile:17 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: node:22-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lib/iris/Dockerfile:15 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
infra/iris-iap-proxy/Dockerfile:3 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
infra/probes/deploy/Dockerfile:9 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 2 occurrences Docker base image is tag-pinned but not digest-pinned: python:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lines 29, 156
lib/iris/Dockerfile:29, 156 (2 hits)
containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: rust:1-bookworm
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lib/finelog/deploy/Dockerfile:34 containersPinned dependencies
low System graph software Dead code candidate conf 1.00 File has no detected symbols: docs/javascript/readthedocs.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/dpo_ultrafeedback.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/exp934_hq_vs_pt.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/exp_model_perplexity_gap_code_interpretation_32b.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/exp_model_perplexity_gap_prompt_format_sensitivity_32b.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/marin_models.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/prebuilt_caches.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/qwen3.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: experiments/test_dpo_generation_config.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: infra/status-page/eslint.config.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: infra/status-page/vite.config.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: infra/status-page/web/src/main.tsx
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: infra/status-page/web/src/state.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/dashboard/env.d.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/dashboard/rsbuild.config.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/dashboard/src/main.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/dashboard/src/router.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/dashboard/tailwind.config.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/src/finelog/rpc/finelog_stats_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/finelog/src/finelog/rpc/logging_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/haliax/src/haliax/__about__.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/env.d.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/rsbuild.config.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/src/controller-main.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/src/router.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/src/types/rpc.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/src/worker-main.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/dashboard/tailwind.config.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/_build_info.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/cluster/controller/reconcile/policy.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/cluster/providers/k8s/constants.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/cluster/providers/k8s/coreweave_topology.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/actor_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/compression.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/config_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/controller_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/errors_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/iris_logging_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/job_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/logging_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/query_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/stats_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/time_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/vm_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/iris/src/iris/rpc/worker_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/levanter/docs/javascripts/mathjax.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/levanter/infra/push_docker.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/levanter/tests/test_torch_serialization.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/marin/src/marin/schemas/web/selectors.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: lib/marin/tools/profile_summary.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph cicd CI/CD security conf 1.00 123 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
12 files, 77 locations
.github/workflows/ops-claude.yaml:47, 52, 95, 100, 193, 199 (12 hits)
.github/workflows/ops-docker-images.yaml:43, 83, 123, 160, 166, 202, 208, 244, +1 more (9 hits)
.github/workflows/iris-unit.yaml:41, 44, 49, 72, 75, 80, 92, 126 (8 hits)
.github/workflows/iris-smoke-gcp.yaml:67, 73, 85, 196, 226, 245, 250 (7 hits)
.github/workflows/marin-canary-datakit-tier3.yaml:28, 31, 122, 148, 163 (7 hits)
.github/workflows/zephyr-unit.yaml:21, 40, 43, 48 (7 hits)
.github/workflows/marin-canary-datakit-tier1.yaml:30, 33, 139, 165, 196, 251 (6 hits)
.github/workflows/marin-canary-ferry-coreweave.yaml:68, 71, 201, 233, 247, 264 (6 hits)
CI/CD securitySupply chainGitHub Actions
low System graph security security conf 1.00 Insecure pattern 'document_write' in lib/iris/dashboard/src/composables/useProfileAction.ts:37
Found a known-risky pattern (document_write). Review and replace if possible.
lib/iris/dashboard/src/composables/useProfileAction.ts:37 Document write
low System graph security security conf 1.00 Insecure pattern 'document_write' in lib/iris/dashboard/src/utils/speedscope.ts:48
Found a known-risky pattern (document_write). Review and replace if possible.
lib/iris/dashboard/src/utils/speedscope.ts:48 Document write
low System graph quality Integrity conf 1.00 15 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/logscan.py:map_grep, scripts/logscan.py:map_summarize This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
15 occurrences
repo-level (15 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: lib/rigging/src/rigging/filesystem.py:cat_file, lib/rigging/src/rigging/filesystem.py:cat, lib/rigging/src/rigging/filesystem.py:cat_file This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene…
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_core_v1` in lib/iris/src/iris/cluster/providers/k8s/service.py:177
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_dups_unused` in tests/datakit/test_decon.py:63
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_fs_copy` in lib/rigging/src/rigging/filesystem.py:961
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_fsspec_copy` in lib/iris/src/iris/cluster/controller/checkpoint.py:88
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_maybe_migrate_legacy` in lib/iris/src/iris/cluster/token_store.py:93
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_skopeo_copy` in experiments/swe_rebench_trace/run_one.py:122
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_slice_old` in lib/haliax/src/haliax/core.py:1011
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_str_hash_legacy` in rust/dupekit/tests/bench/test_dedupe.py:14
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_usage_old` in lib/iris/scripts/benchmark_controller.py:1146
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `atom_async_copy` in lib/levanter/src/levanter/grug/attention/_fa4_cute_segmented_bwd.py:303
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `block_sizes_v1` in lib/levanter/src/levanter/kernels/pallas/fused_cross_entropy_loss/api.py:51
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `block_sizes_v1` in lib/levanter/tests/kernels/test_pallas_fused_cross_entropy_loss.py:1310
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `compute_v1` in infra/iris-iap-proxy/discovery.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cooldown_mixture_weights_v1` in experiments/multilingual/exp1457_multilingual_cpt.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cooldown_mixture_weights_v1` in experiments/tootsie/exp2062_long_context_8b.py:49
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cooldown_mixture_weights_v1` in experiments/tootsie/exp600_tootsie.py:242
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `dpo_reference_logprobs_v1` in lib/levanter/src/levanter/dpo.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `flash_attention_v2` in lib/levanter/src/levanter/grug/attention/_fa4_cute_kernels.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `generated_identifier_encoding_ppl_v1` in experiments/evals/synthetic_identifier_encoding_ppl.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `generated_synthetic_delimiter_format_ppl_v1` in experiments/evals/synthetic_delimiter_format_ppl.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `generated_synthetic_machine_records_ppl_v1` in experiments/evals/synthetic_machine_records_ppl.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `generated_synthetic_patch_diff_ppl_v1` in experiments/evals/synthetic_patch_diff_ppl.py:29
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `generated_synthetic_reasoning_arrow_icl_v1` in experiments/evals/synthetic_reasoning_ppl.py:20
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `grug_moe_adamh_v2` in experiments/grug/moe/optimizer.py:14
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `hash_old` in lib/iris/tests/cluster/providers/k8s/test_provider.py:980
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `layout_ffi_int32_topk_v2` in lib/levanter/src/levanter/kernels/deepep/layout_ffi.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `loaded_legacy` in tests/test_grug_checkpointing.py:193
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `main_gap_32b_code_interpretation_issue6070_v1` in experiments/exp_model_perplexity_gap_code_interpretation_32b.py:19
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `main_gap_32b_prompt_format_sensitivity_issue6067_v2` in experiments/exp_model_perplexity_gap_prompt_format_sensitivity_32b.py:19
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `marin_8b_sft_smoltalk2_nemotron_v2` in experiments/exp1880_sft_baseline.py:156
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/datakit/test_ingestion_manifest.py:57
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_perplexity_gap_suite_v1` in experiments/evals/model_perplexity_gap_suite.py:46
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_code_v1` in tests/datakit/testbed/test_sampler_pipeline.py:26
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_code_v1` in tests/datakit/testbed/test_train.py:19
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/cluster/domain/v0/ops/exp_smoke.py:55
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/cluster/quality/v0/ops/spot_check.py:57
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/cluster/quality/v0/sample.py:63
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/embeddings/luxical/ops/bench_batch_size.py:6
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/embeddings/luxical/pipeline.py:67
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/store/all_sources_store.py:89
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in experiments/datakit/store/ops/smoke_test_mixed.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_cc_v2` in lib/marin/src/marin/datakit/download/nemotron_v2.py:40
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v1` in experiments/ferries/datakit_nemotron_ferry.py:89
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v1` in experiments/pretraining_datasets/nemotron.py:9
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v1` in lib/marin/src/marin/datakit/download/massive.py:14
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v1` in lib/marin/src/marin/datakit/download/nemotron_v1.py:115
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v1` in tests/datakit/download/test_nemotron_cc.py:13
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v2` in experiments/datakit/testbed/train.py:77
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v2` in experiments/pretraining_datasets/__init__.py:11
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v2` in experiments/pretraining_datasets/nemotron_v2.py:7
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v2` in lib/marin/src/marin/datakit/download/hf_simple_util.py:9
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `nemotron_v2` in lib/marin/src/marin/datakit/sources.py:37
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `num_to_copy` in lib/levanter/src/levanter/inference/utils.py:24
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `num_to_copy` in lib/levanter/src/levanter/store/cache.py:1319
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `operations_v1` in lib/levanter/scripts/gcs_bulk_delete.py:9
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `release_unused` in lib/zephyr/tests/benchmark_parquet_reader.py:147
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_all_returns_copy` in lib/iris/tests/cluster/controller/test_worker_attrs_projection.py:51
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_new_attempt_supersedes_old` in lib/iris/tests/cluster/worker/test_worker.py:369
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_prune_noop_when_nothing_old` in lib/iris/tests/cluster/controller/test_transitions.py:3877
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_writes_proceed_during_compaction_copy` in lib/finelog/tests/test_query.py:194
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `too_old` in lib/levanter/tests/test_attention.py:701
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `tpu_v2` in infra/tpu-ci/vm_manager.py:41
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `tulu3_llama_data_old` in experiments/exp606_sft.py:7
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `tulu3_llama_data_old` in experiments/tootsie/exp916_tootsie_spoonbill_cooldown.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `tulu3_llama_data_old` in experiments/tootsie/exp945_spoonbill_sft_sweep.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `vendor_copy` in scripts/python_libs_package.py:342
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `y_old` in lib/levanter/tests/kernels/test_pallas_mamba3.py:623
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: build_linux_wheels
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
rust/dupekit/build_package.py:294
low System graph software Dead code conf 1.00 Possibly dead Python function: build_macos_wheels
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
rust/dupekit/build_package.py:298
low System graph software Dead code conf 1.00 Possibly dead Python function: build_sdist
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
rust/dupekit/build_package.py:305
low System graph software Dead code conf 1.00 Possibly dead Python function: check_plateau_status
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
docs/design/plot_plateau_detection.py:71
low System graph software Dead code conf 1.00 Possibly dead Python function: fix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/__init__.py:450
low System graph software Dead code conf 1.00 Possibly dead Python function: fun_wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/partitioning.py:629
low System graph software Dead code conf 1.00 Possibly dead Python function: i0
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/__init__.py:462
low System graph software Dead code conf 1.00 Possibly dead Python function: inject_condition
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/rigging/src/rigging/distributed_lock.py:312
low System graph software Dead code conf 1.00 Possibly dead Python function: load_parquet_db_from_paths
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/ops/storage/report.py:284
low System graph software Dead code conf 1.00 Possibly dead Python function: map_grep
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/logscan.py:187
low System graph software Dead code conf 1.00 Possibly dead Python function: map_summarize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/logscan.py:211
low System graph software Dead code conf 1.00 Possibly dead Python function: maybe_untuple
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/util.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: query_since
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/rigging/src/rigging/log_setup.py:112
low System graph software Dead code conf 1.00 Possibly dead Python function: replacer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pm/replace_crfm_links.py:37
low System graph software Dead code conf 1.00 Possibly dead Python function: replacer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pm/replace_wandb_links.py:36
low System graph software Dead code conf 1.00 Possibly dead Python function: safe_update_wrapper
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/util.py:74
low System graph software Dead code conf 1.00 Possibly dead Python function: safe_wraps
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/util.py:62
low System graph software Dead code conf 1.00 Possibly dead Python function: to_sharding
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/haliax/src/haliax/partitioning.py:347
low System graph software Dead code conf 1.00 Possibly dead Python function: total_flops
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lib/fray/src/fray/types.py:348
low System graph software Dead code conf 1.00 Possibly dead Python function: worker_job_entrypoint
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/ops/storage/distributed_scan.py:516
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — infra/status-page/server/main.ts:195
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph quality Integrity conf 1.00 Stub function `asr_model_type` (body is just `pass`/`return`) — lib/levanter/src/levanter/models/asr_model.py:62
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `build` (body is just `pass`/`return`) — lib/levanter/src/levanter/layers/rotary.py:55
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `cli` (body is just `pass`/`return`) — scripts/workflows/iris_monitor.py:657
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `close` (body is just `pass`/`return`) — lib/finelog/src/finelog/store/log_namespace.py:1955
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `close` (body is just `pass`/`return`) — lib/iris/src/iris/cluster/bundle.py:141
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `concat_axes` (body is just `pass`/`return`) — lib/haliax/src/haliax/axis.py:179
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `debug_report` (body is just `pass`/`return`) — lib/iris/src/iris/cluster/providers/gcp/controller.py:121
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `do_put` (body is just `pass`/`return`) — lib/marin/src/marin/rl/weight_transfer/arrow_flight.py:288
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `external_address` (body is just `pass`/`return`) — lib/iris/src/iris/cluster/controller/autoscaler/worker_registry.py:45
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `external_address` (body is just `pass`/`return`) — lib/iris/src/iris/cluster/providers/gcp/local.py:69
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `get_metrics` (body is just `pass`/`return`) — lib/marin/src/marin/rl/weight_transfer/base.py:117
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `handleError` (body is just `pass`/`return`) — lib/finelog/src/finelog/client/log_client.py:62
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `init_fn` (body is just `pass`/`return`) — lib/levanter/src/levanter/optim/util.py:52
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `log_hyperparameters` (body is just `pass`/`return`) — lib/levanter/src/levanter/tracker/json_file.py:30
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `log_hyperparameters` (body is just `pass`/`return`) — lib/levanter/src/levanter/tracker/tracker.py:53
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `log` (body is just `pass`/`return`) — lib/marin/src/marin/rl/rollout_worker.py:147
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `model_type` (body is just `pass`/`return`) — lib/levanter/src/levanter/models/lm_model.py:125
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `on_worker_failed` (body is just `pass`/`return`) — lib/iris/scripts/benchmark_controller.py:159
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `prepare_workdir` (body is just `pass`/`return`) — lib/iris/src/iris/cluster/runtime/process.py:585
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `rearrange` (body is just `pass`/`return`) — lib/haliax/src/haliax/_src/rearrange.py:21
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `shutdown` (body is just `pass`/`return`) — lib/iris/src/iris/cluster/providers/manual/provider.py:378
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `slice` (body is just `pass`/`return`) — lib/haliax/src/haliax/core.py:969
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code

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