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Azure/azureml-assets

https://github.com/Azure/azureml-assets · scanned 2026-06-05 17:39 UTC (4 days, 21 hours ago) · 10 languages

1659 raw signals (555 security + 1104 graph) 11/13 scanners ran 79th percentile · Python · large (100-500K LoC) System graph score 59 (higher by 26)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 21 hours ago · v2 · 449 actionable findings from 2 signal sources. 658 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
66.9
/100
Security checks
75
101 findings
System graph
59
100.0% cov · 348 findings
Critical
1
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 40.0 0.15 6.00
security_score 100.0 0.25 25.00
testing_score 100.0 0.20 20.00
documentation_score 100.0 0.15 15.00
practices_score 79.0 0.15 11.85
code_quality 68.0 0.10 6.80
Overall 1.00 84.6
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 1 High 35 Medium 152 Low 160 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 101 System graph 348 Crowd 0 Layer: Software 58 Quality 201 Cicd 17 Security 34 Network 1 Hardware 133 Frontend 1 Api 4
Scan summary Quality grade A- (85/100). Dimensions: security 100, maintainability 40. 555 findings (123 security). 206,638 lines analyzed.

Showing 345 of 449 actionable findings. 1107 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.

critical Security checks quality Quality conf 1.00 ✓ Repobility [MINED013] Password In Url: https://user:password@host — leaks creds via logs, referrer, error messages.
Review and fix per the pattern semantics. See CWE-200 / A07:2021 for context.
assets/large_language_models/rag/components/src/embeddings/data_import_git.py:73
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED107] Missing import: `signal` used but not imported: The file uses `signal.something(...)` but never imports `signal`. This raises NameError at runtime the first time the line executes.
Add `import signal` at the top of the file.
assets/model_monitoring/components/src/model_monitor_output_metrics/run.py:82
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED107] Missing import: `string` used but not imported: The file uses `string.something(...)` but never imports `string`. This raises NameError at runtime the first time the line executes.
Add `import string` at the top of the file.
assets/aml-benchmark/scripts/custom_dataset_preprocessors/math_preprocessor.py:84
low Security checks cicd CI/CD security conf 0.35 ✓ Repobility 25 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.
4 files, 25 locations
.github/workflows/batch-score-ci.yaml:51, 52, 53, 62, 63, 69, 70 (7 hits)
.github/workflows/batch-score-oss-ci.yaml:51, 52, 53, 62, 63, 69, 70 (7 hits)
.github/workflows/model-monitoring-ci.yml:55, 56, 57, 62, 63, 100, 101 (7 hits)
.github/workflows/assets-validation.yaml:66, 67, 68, 86 (4 hits)
CI/CD securityworkflow secretsGitHub Actions
low Security checks quality Quality conf 1.00 ✓ Repobility 3 occurrences [MINED006] Overcatch Baseexception: except BaseException: ... — prevents Ctrl+C and SystemExit from working.
Review and fix per the pattern semantics. See CWE-705 / for context.
3 files, 3 locations
assets/batch_score/components/driver/src/batch_score/batch_pool/quota/estimators/dv3_estimator.py:45
assets/batch_score/components/driver/src/batch_score/batch_pool/quota/estimators/embeddings_estimator.py:33
assets/training/aoai/proxy_components/src/finetune_submit.py:181
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED020] Logging Credential Via Fstring: logger.error(f"failed for {api_key}") — secrets end up in log aggregators / sentry.
Review and fix per the pattern semantics. See CWE-532 / A09:2021 for context.
assets/training/finetune_acft_hf_nlp/src/model_converter/model_converter_utils.py:75
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.
assets/batch_score/components/driver/src/batch_score/common/request_modification/modifiers/vesta_image_encoder.py:45
high Security checks quality Quality conf 1.00 ✓ Repobility 3 occurrences [MINED034] Python Subprocess Shell True: subprocess(..., shell=True) enables command injection.
Review and fix per the pattern semantics. See CWE-78 / for context.
3 files, 3 locations
assets/aml-benchmark/components/src/aml_benchmark/dataset_preprocessor/dataset_preprocessor.py:161
assets/aml-benchmark/components/src/aml_benchmark/utils/helper.py:227
assets/training/finetune_acft_image/src/medimage_parse_finetune/medimageparse_finetune.py:244
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.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/replica_manager.py:146
high Security checks quality Quality conf 1.00 ✓ Repobility 25 occurrences [MINED108] `self.name` used but never assigned in __init__: Method `filename` of class `AssetInfo` reads `self.name`, but no assignment to it exists in __init__ (and no class-level fallback). This raises AttributeError the first time the method runs against an instance.
Initialize `self.name = <default>` in __init__, or add a class-level default.
lines 72, 77, 82, 91, 92, 93, 108, 114, +13 more
scripts/docs/generate_asset_documentation.py:72, 77, 82, 91, 92, 93, 108, 114, +13 more (25 hits)
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED110] Blocking call `requests.post` inside async function `send_request`: `requests.post` is a synchronous (blocking) call. When invoked inside an `async def` it stalls the event loop, preventing every other coroutine in the process from making progress.
Use the async equivalent: `aiohttp` instead of `requests`, `asyncio.sleep` instead of `time.sleep`, `aiofiles` instead of `open`.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:582
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /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.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:432
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /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.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:398
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /score has no auth: Handler `score` 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.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:356
high Security checks software dependencies conf 0.90 ✓ Repobility 25 occurrences [MINED118] Dockerfile FROM `mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04 (no tag)` not pinned by digest: `FROM mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04 (no tag)` 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 mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04 (no tag)@sha256:<digest>`. Get the digest from `docker manifest inspect`. Re-pin via a scheduled bot (Renovate, Dependabot).
12 files, 12 locations
test/resources/release/environment-in-subdir/context/Dockerfile:1
test/resources/release/src/context/Dockerfile:1
test/resources/update/in-parent-dir/expected/environment/environment-in-parent-dir/src/context/Dockerfile:1
test/resources/update/in-parent-dir/release/latest/environment/environment-in-parent-dir/src/context/Dockerfile:1
test/resources/update/in-parent-dir/src/context/Dockerfile:1
test/resources/update/in-place-no-release-dir/expected/context/Dockerfile:1
test/resources/update/in-place-no-release-dir/main/context/Dockerfile:1
test/resources/update/in-subdir/expected/environment/environment-in-subdir/context/Dockerfile:1
high Security checks software dependencies conf 0.90 ✓ Repobility [MINED121] requirements.txt installs from `git+https://github.com/sgl-project/SpecForge.git@3...` (git/URL): Pip requirement points to a VCS URL or direct download. Bypasses PyPI's integrity check + scanning. If the host or branch tip changes, the next `pip install` pulls a different package — no diff visible to reviewers.
Publish to PyPI (private if needed) and reference by version. If that's not feasible, lock to a commit SHA via `package @ git+https://...@<sha>` and verify in CI.
assets/training/finetune_acft_hf_nlp/environments/acpt-draft/context/requirements.txt:5
high Security checks security path traversal conf 0.80 3 occurrences [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.
3 files, 3 locations
assets/aml-benchmark/components/src/aml_benchmark/dataset_sampler/main.py:82
assets/aml-benchmark/components/src/aml_benchmark/prompt_crafter/package/prompt_crafter.py:51
assets/batch_score/components/driver/src/batch_score/common/request_modification/modifiers/vesta_image_encoder.py:45
low Security checks security Injection conf 1.00 3 occurrences [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).
3 files, 3 locations
assets/aml-benchmark/components/src/aml_benchmark/batch_benchmark_score/batch_score/header_handlers/claude/claude_header_handler.py:28
assets/aml-benchmark/components/src/aml_benchmark/utils/helper.py:56
assets/batch_score/components/driver/dev/routing_simulator.py:48
high Security checks cicd CI/CD security conf 0.95 21 occurrences Docker final stage runs as root
Create an application user after package installation and switch to it with USER appuser or USER 10001.
12 files, 12 locations
assets/designer/environments/designer-r/context/Dockerfile:12
assets/training/automl/environments/ai-ml-automl-dnn-gpu/context/Dockerfile:3
assets/training/automl/environments/ai-ml-automl-dnn-text-gpu-ptca/context/Dockerfile:3
assets/training/automl/environments/ai-ml-automl-gpu/context/Dockerfile:3
assets/training/finetune_acft_hf_nlp/environments/acpt-draft/context/Dockerfile:3
assets/training/finetune_acft_hf_nlp/environments/acpt-grpo/context/Dockerfile:4
assets/training/finetune_acft_hf_nlp/environments/acpt-rft/context/Dockerfile:2
assets/training/finetune_acft_hf_nlp/environments/acpt/context/Dockerfile:4
CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.92 Dockerfile copies the entire context without .dockerignore
Create .dockerignore before using broad context copies, or copy only the required files and directories.
assets/training/model_management/environments/foundation-model-serve/context/Dockerfile:44 CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.90 ✓ Repobility 5 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `Azure/azureml-assets/.github/workflows/check-changed-files.yaml` pinned to mutable ref `@main`: `uses: Azure/azureml-assets/.github/workflows/check-changed-files.yaml@main` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-act…
4 files, 5 locations
.github/workflows/batch-score-ci.yaml:33, 41 (2 hits)
.github/workflows/assets-validation.yaml:42
.github/workflows/batch-score-oss-ci.yaml:33
.github/workflows/check-changed-files.yaml:35
CI/CD securitySupply chainGitHub Actions
low Security checks cicd CI/CD security conf 0.90 ✓ Repobility 68 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `actions/checkout` pinned to mutable ref `@v3`: `uses: actions/checkout@v3` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lo…
12 files, 57 locations
.github/workflows/assets-release.yaml:48, 54, 61, 74, 81, 105, 182, 201, +4 more (12 hits)
.github/workflows/assets-docs.yaml:40, 46, 53, 60 (8 hits)
.github/workflows/batch-score-ci.yaml:45, 74, 94 (6 hits)
.github/workflows/model-monitoring-ci.yml:47, 67, 89, 94, 135, 158 (6 hits)
.github/workflows/assets-test.yaml:70, 119, 161, 184 (4 hits)
.github/workflows/assets-validation.yaml:56, 59 (4 hits)
.github/workflows/training-model-mgmt-unittests.yaml:32, 35 (4 hits)
.github/workflows/batch-score-oss-ci.yaml:45, 74, 94 (3 hits)
CI/CD securitySupply chainGitHub Actions
high System graph quality Integrity conf 1.00 Blocking `requests.post(...)` inside `async def send_request` — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:582
Sync I/O inside an async function blocks the event loop. While `requests.post(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_t…
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:582 Sync io in asyncPerformance
high System graph security auth conf 1.00 FastAPI POST `create_chat_completion` without auth dependency — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:431
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:431 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `create_completion` without auth dependency — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:397
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:397 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `score` without auth dependency — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:355
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:355 securityAuth fastapi unauth mutation
high System graph cicd CI/CD security conf 1.00 25 occurrences GitHub Action tracks a moving branch
Azure/azureml-assets/.github/workflows/check-execution-context.yaml@main can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
10 files, 25 locations
.github/workflows/assets-test.yaml:36, 41, 64, 114 (4 hits)
.github/workflows/promptflow-ci.yml:28, 33, 46, 72 (4 hits)
.github/workflows/environments-ci.yaml:28, 33, 62 (3 hits)
.github/workflows/model-monitoring-ci.yml:35, 43, 84 (3 hits)
.github/workflows/scripts-test.yaml:23, 28, 60 (3 hits)
.github/workflows/batch-score-ci.yaml:33, 41 (2 hits)
.github/workflows/batch-score-oss-ci.yaml:33, 41 (2 hits)
.github/workflows/model-monitoring-gsq-ci.yml:33, 41 (2 hits)
CI/CD securitySupply chainGithub actions
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/model_monitoring/components/src/model_data_collector_preprocessor/run.py:331
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/model_monitoring/components/src/model_data_collector_preprocessor/run.py:331 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/model_monitoring/components/src/model_data_collector_preprocessor/spark_run.py:56
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/model_monitoring/components/src/model_data_collector_preprocessor/spark_run.py:56 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/training/finetune_acft_image/src/medimage_insight_adapter_finetune/training.py:298
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/training/finetune_acft_image/src/medimage_insight_adapter_finetune/training.py:298 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/training/finetune_acft_image/src/model_converters/medimage_embed_adapter_merge/medimageinsight_adapter_classification_mlflow_wrapper.py:130
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/training/finetune_acft_image/src/model_converters/medimage_embed_adapter_merge/medimageinsight_adapter_classification_mlflow_wrapper.py:130 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/training/finetune_acft_image/src/model_converters/medimage_embed_adapter_merge/medimageinsight_zero_shot_classification_mlflow_wrapper.py:191
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/training/finetune_acft_image/src/model_converters/medimage_embed_adapter_merge/medimageinsight_zero_shot_classification_mlflow_wrapper.py:191 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/training/model_evaluation/src/utils.py:1057
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/training/model_evaluation/src/utils.py:1057 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc/virchow/virchow_mlflow_model_wrapper.py:45
Found a known-risky pattern (eval_used). Review and replace if possible.
assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc/virchow/virchow_mlflow_model_wrapper.py:45 Eval used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in assets/aml-benchmark/scripts/custom_inference_postprocessors/humaneval.py:280
Found a known-risky pattern (exec_used). Review and replace if possible.
assets/aml-benchmark/scripts/custom_inference_postprocessors/humaneval.py:280 Exec used
high System graph cicd CI/CD security conf 1.00 tj-actions/changed-files is tag-pinned instead of SHA-pinned
The tj-actions/changed-files incident showed that mutable action tags can execute credential-stealing code across many repositories. Pin this action to a reviewed commit SHA.
.github/workflows/check-changed-files.yaml:42 CI/CD securitySupply chainGithub actions
high System graph cicd CI/CD security conf 1.00 tj-actions/changed-files is tag-pinned instead of SHA-pinned
The tj-actions/changed-files incident showed that mutable action tags can execute credential-stealing code across many repositories. Pin this action to a reviewed commit SHA.
.github/workflows/check-new-assets.yaml:34 CI/CD securitySupply chainGithub actions
low Security checks quality Error handling conf 1.00 3 occurrences [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.
3 files, 3 locations
assets/aml-benchmark/components/src/aml_benchmark/utils/exceptions.py:79
assets/training/model_evaluation/src/run_utils.py:193
assets/training/model_evaluation/src/task_factory/tabular/classification.py:88
medium Security checks quality Quality conf 1.00 ✓ Repobility 3 occurrences [MINED109] Mutable default argument in `__init__` (list): `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 []`
3 files, 3 locations
assets/large_language_models/utils/ComponentVersionUpdator.py:65
assets/training/model_evaluation/src/workspace_utils.py:234
scripts/validation/copyright_validation.py:19
medium Security checks quality Quality conf 1.00 ✓ Repobility 10 occurrences [MINED109] Mutable default argument in `get_online_endpoint` (dict): `def get_online_endpoint(... = []/{}/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 get_online_endpoint(x=None): x = x or []`
7 files, 10 locations
assets/training/model_evaluation/src/image_dataset.py:152, 214, 286, 338 (4 hits)
assets/aml-benchmark/components/src/aml_benchmark/utils/online_endpoint/online_endpoint_factory.py:18
assets/large_language_models/rag/components/src/embeddings/data_import_acs.py:121
assets/large_language_models/rag/components/src/validate_deployments.py:249
assets/training/model_evaluation/src/compute_metrics.py:74
assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc/convertors.py:92
assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc/vision/detection_predict.py:164
medium Security checks software dependencies conf 0.90 ✓ Repobility 25 occurrences [MINED124] requirements.txt: `datasets` 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 `datasets` with `datasets==<version>` and manage upgrades through PRs / Dependabot.
6 files, 25 locations
assets/aml-benchmark/requirements.txt:9, 10, 11, 12, 13, 14, 15, 16, +3 more (11 hits)
assets/evaluators/tests/requirements.txt:3, 4, 8, 9, 10, 11, 12 (7 hits)
assets/evaluators/builtin/tests/requirements.txt:1, 2, 3 (3 hits)
assets/model_monitoring/components/tests/requirements.txt:10, 16 (2 hits)
scripts/docs/requirements.txt:2
scripts/release/requirements.txt:1
low Security checks security Injection conf 0.50 3 occurrences [SEC005] Command Injection Risk: Unsafe shell execution or eval of user input.
Use subprocess with shell=False and a list of args. Never eval user input.
3 files, 3 locations
assets/aml-benchmark/components/src/aml_benchmark/dataset_preprocessor/dataset_preprocessor.py:161
assets/aml-benchmark/components/src/aml_benchmark/utils/helper.py:227
assets/training/finetune_acft_image/src/medimage_parse_finetune/medimageparse_finetune.py:244
medium Security checks security path traversal conf 1.00 [SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation allows writing files outside the target directory.
Validate extracted paths with os.path.realpath() and ensure they stay within the target directory.
assets/training/vision/jobs/object-detection-using-built-in-component/src/predict.py:33
medium Security checks security path traversal conf 1.00 [SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation allows writing files outside the target directory.
Validate extracted paths with os.path.realpath() and ensure they stay within the target directory.
assets/training/vision/jobs/object-detection-using-built-in-component/prepare_data.py:119
low Security checks quality Quality conf 1.00 3 occurrences [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.
3 files, 3 locations
assets/aml-benchmark/scripts/custom_dataset_preprocessors/math_preprocessor.py:76
assets/common/src/utils/run_utils.py:146
assets/training/model_management/src/azureml/model/mgmt/utils/logging_utils.py:98
low Security checks quality Error handling conf 0.55 ✓ Repobility 10 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.
6 files, 10 locations
assets/common/src/delete_endpoint.py:54, 105, 114 (3 hits)
assets/common/src/utils/run_utils.py:23, 149 (2 hits)
assets/evaluators/builtin/ifeval/evaluator/_instructions.py:389, 403 (2 hits)
assets/evaluation_on_cloud/environments/evaluations-built-in/context/online_eval/evaluate.py:187
scripts/azureml-assets/azureml/assets/config.py:623
scripts/promptflow-ci/check_spec_yaml.py:65
Error handlingquality
medium Security checks cicd CI/CD security conf 0.90 Docker build context has no .dockerignore
Add .dockerignore with at least .git, .env, private keys, dependency folders, build outputs, and local databases.
.dockerignore CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.82 85 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.
12 files, 12 locations
assets/Langchain/environments/general-langchain-app-deployment/context/Dockerfile:2
assets/data-labeling/environments/data-labeling-sam/context/Dockerfile:1
assets/data-labeling/environments/data-labeling/context/Dockerfile:1
assets/designer/environments/component/context/Dockerfile:1
assets/designer/environments/designer-cv-transform/context/Dockerfile:1
assets/designer/environments/designer-cv/context/Dockerfile:1
assets/designer/environments/designer-io/context/Dockerfile:1
assets/designer/environments/designer-pytorch-2.3-train/context/Dockerfile:1
CI/CD securitycontainers
medium Security checks cicd CI/CD security conf 0.86 12 occurrences Dockerfile separates apt update from install
Combine update and install in the same RUN instruction and clean package indexes in that layer.
12 files, 12 locations
assets/data-labeling/environments/data-labeling-sam/context/Dockerfile:20
assets/training/automl/environments/ai-ml-automl-dnn-text-gpu-ptca/context/Dockerfile:5
assets/training/automl/environments/ai-ml-automl-dnn-text-gpu/context/Dockerfile:13
assets/training/automl/environments/ai-ml-automl-dnn/context/Dockerfile:14
assets/training/finetune_acft_hf_nlp/environments/acpt-grpo/context/Dockerfile:6
assets/training/finetune_acft_hf_nlp/environments/acpt-rft/context/Dockerfile:3
assets/training/finetune_acft_hf_nlp/environments/acpt/context/Dockerfile:6
assets/training/finetune_acft_image/environments/acft_image_medimageparse_finetune/context/Dockerfile:5
CI/CD securitycontainers
medium System graph hardware Supply chain conf 1.00 13 occurrences Docker base image uses a mutable or implicit tag: fake-image-name
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
12 files, 12 locations
test/resources/config/env1-1.0.0/context/Dockerfile:1
test/resources/config/env1-1.0.1/context/Dockerfile:1
test/resources/config/env1-1/context/Dockerfile:1
test/resources/config/env1-2/context/Dockerfile:1
test/resources/config/env1-auto/context/Dockerfile:1
test/resources/validate-copyright/good-validation/context/Dockerfile:1
test/resources/validate-copyright/missing-copyright/context/Dockerfile:1
test/resources/validate/correct-order/context/Dockerfile:1
containersPinned dependencies
medium System graph hardware Supply chain conf 1.00 Docker base image uses a mutable or implicit tag: oras-${ORAS_MODE}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/system/context/Dockerfile:59 containersPinned dependencies
medium System graph hardware Supply chain conf 1.00 Docker base image uses a mutable or implicit tag: trivy-${TRIVY_MODE}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/system/context/Dockerfile:127 containersPinned dependencies
medium System graph hardware Security conf 1.00 Dockerfile runs as root: assets/data-labeling/environments/data-labeling-sam/context/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: assets/data-labeling/environments/data-labeling/context/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: assets/designer/environments/component/context/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: assets/designer/environments/designer-cv-transform/context/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: assets/designer/environments/designer-cv/context/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: assets/designer/environments/designer-io/context/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: assets/designer/environments/designer-pytorch-2.3-train/context/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: assets/designer/environments/designer-pytorch-2.3/context/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: assets/designer/environments/designer-r/context/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: assets/designer/environments/designer-recommender/context/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: assets/designer/environments/designer-transform/context/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: assets/designer/environments/designer-vowpalwabbit/context/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: assets/designer/environments/designer/context/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: assets/evaluation_on_cloud/environments/evaluations-built-in/context/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: assets/inference/environments/minimal-py311-inference/context/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: assets/inference/environments/minimal-py312-cuda12.4-inference/context/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: assets/inference/environments/mlflow-py312-inference/context/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: assets/Langchain/environments/general-langchain-app-deployment/context/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: assets/large_language_models/rag/environments/rag_embeddings/context/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: assets/pipelines/environments/mldesigner-minimal/context/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: assets/pipelines/environments/mldesigner/context/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: assets/responsibleai/environments/responsibleai-tabular/context/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: assets/system/context/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: assets/training/aoai/proxy_components/environments/context/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: assets/training/automl/environments/ai-ml-automl-dnn-forecasting-gpu/context/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: assets/training/automl/environments/ai-ml-automl-dnn-gpu/context/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: assets/training/automl/environments/ai-ml-automl-dnn-text-gpu-ptca/context/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: assets/training/automl/environments/ai-ml-automl-dnn-text-gpu/context/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: assets/training/automl/environments/ai-ml-automl-dnn-vision-gpu/context/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: assets/training/automl/environments/ai-ml-automl-dnn/context/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: assets/training/automl/environments/ai-ml-automl-gpu/context/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: assets/training/automl/environments/ai-ml-automl/context/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: assets/training/finetune_acft_hf_nlp/environments/acpt-draft/context/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: assets/training/finetune_acft_hf_nlp/environments/acpt-grpo/context/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: assets/training/finetune_acft_hf_nlp/environments/acpt-rft/context/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: assets/training/finetune_acft_hf_nlp/environments/acpt/context/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: assets/training/finetune_acft_hf_nlp/environments/data_import/context/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: assets/training/finetune_acft_hf_nlp/environments/slime-pytorch-2.9-cuda12.8/context/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: assets/training/finetune_acft_image/environments/acft_image_huggingface/context/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: assets/training/finetune_acft_image/environments/acft_image_medimageinsight_adapter_finetune/context/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: assets/training/finetune_acft_image/environments/acft_image_medimageinsight_embedding/context/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: assets/training/finetune_acft_image/environments/acft_image_medimageinsight_embedding_generator/context/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: assets/training/finetune_acft_image/environments/acft_image_medimageparse_3d_finetune/context/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: assets/training/finetune_acft_image/environments/acft_image_medimageparse_finetune/context/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: assets/training/finetune_acft_image/environments/acft_image_mmdetection/context/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: assets/training/finetune_acft_image/environments/acft_video_mmtracking/context/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: assets/training/finetune_acft_image/environments/acpt_image_framework_selector/context/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: assets/training/finetune_acft_multimodal/environments/acpt_multimodal/context/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: assets/training/forecasting_demand/environments/automl-gpu/context/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: assets/training/general/environments/acpt-pytorch-1.13-cuda11.7/context/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: assets/training/general/environments/acpt-pytorch-2.2-cuda12.1/context/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: assets/training/general/environments/acpt-pytorch-2.8-cuda12.6/context/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: assets/training/general/environments/lightgbm-3.3/context/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: assets/training/general/environments/sklearn-1.0/context/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: assets/training/general/environments/sklearn-1.1/context/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: assets/training/general/environments/sklearn-1.5/context/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: assets/training/general/environments/tensorflow-2.16-cuda11/context/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: assets/training/general/environments/tensorflow-2.16-cuda12/context/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: assets/training/model_management/environments/foundation-model-inference/context/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: assets/training/model_management/environments/foundation-model-serve/context/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: assets/training/model_management/environments/mlflow-model-inference/context/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: assets/training/vision/environments/automl-dnn-vision-gpu/context/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: test/resources/config/env1-1.0.0/context/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: test/resources/config/env1-1.0.1/context/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: test/resources/config/env1-1/context/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: test/resources/config/env1-2/context/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: test/resources/config/env1-auto/context/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: test/resources/release/environment-in-subdir/context/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: test/resources/release/src/context/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: test/resources/update/in-parent-dir/expected/environment/environment-in-parent-dir/src/context/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: test/resources/update/in-parent-dir/release/latest/environment/environment-in-parent-dir/src/context/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: test/resources/update/in-parent-dir/src/context/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: test/resources/update/in-place-no-release-dir/expected/context/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: test/resources/update/in-place-no-release-dir/main/context/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: test/resources/update/in-place/expected/context/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: test/resources/update/in-place/main/context/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: test/resources/update/in-place/release/latest/environment/environment-in-subdir/context/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: test/resources/update/in-subdir/expected/environment/environment-in-subdir/context/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: test/resources/update/in-subdir/main/context/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: test/resources/update/in-subdir/release/latest/environment/environment-in-subdir/context/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: test/resources/update/manual-version-no-release-dir/expected/environment/environment-in-subdir/context/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: test/resources/update/manual-version-no-release-dir/main/context/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: test/resources/update/manual-version-unreleased-skip/main/context/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: test/resources/update/manual-version-unreleased-skip/release/latest/environment/environment-in-subdir/context/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: test/resources/update/manual-version-unreleased/expected/environment/environment-in-subdir/context/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: test/resources/update/manual-version-unreleased/main/context/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: test/resources/update/manual-version-unreleased/release/latest/environment/environment-in-subdir/context/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: test/resources/update/manual-version/expected/environment/environment-in-subdir/context/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: test/resources/update/manual-version/main/context/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: test/resources/update/manual-version/release/latest/environment/environment-in-subdir/context/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: test/resources/update/with-description/expected/environment/environment-in-subdir/context/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: test/resources/update/with-description/main/context/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: test/resources/update/with-description/release/latest/environment/environment-in-subdir/context/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: test/resources/validate-copyright/good-validation/context/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: test/resources/validate-copyright/missing-copyright/context/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: test/resources/validate/bad-build-context/context/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: test/resources/validate/correct-order/context/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: test/resources/validate/dockerfile-from-ce-image-comment/context/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: test/resources/validate/dockerfile-from-ce-image-windows/context/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: test/resources/validate/dockerfile-from-ce-image/context/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: test/resources/validate/good-validation/context/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: test/resources/validate/image-name-mismatch/context/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: test/resources/validate/missing-description-file/context/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: test/resources/validate/publishing-disabled/context/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: test/resources/validate/ubuntu-in-name/context/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 20 occurrences GitHub Action is tag-pinned rather than SHA-pinned
EnricoMi/publish-unit-test-result-action@v2 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
12 files, 18 locations
.github/workflows/codeql-analysis.yml:38, 49 (4 hits)
.github/workflows/assets-validation.yaml:70 (2 hits)
.github/workflows/batch-score-ci.yaml:102 (2 hits)
.github/workflows/training-model-mgmt-unittests.yaml:57 (2 hits)
.github/workflows/assets-test.yaml:193
.github/workflows/batch-score-oss-ci.yaml:102
.github/workflows/check-changed-files.yaml:42
.github/workflows/check-new-assets.yaml:34
CI/CD securitySupply chainGitHub Actions
medium System graph cicd CI/CD security conf 1.00 12 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/assets-docs.yaml
.github/workflows/assets-release.yaml
.github/workflows/assets-test.yaml
.github/workflows/assets-validation.yaml
.github/workflows/batch-score-ci.yaml
.github/workflows/batch-score-oss-ci.yaml
.github/workflows/close-stale-items.yml
.github/workflows/environments-ci.yaml
CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/aml-benchmark/components/src/aml_benchmark/dataset_preprocessor/dataset_preprocessor.py:165
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/aml-benchmark/components/src/aml_benchmark/dataset_preprocessor/dataset_preprocessor.py:165 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/aml-benchmark/components/src/aml_benchmark/inference_postprocessor/inference_postprocessor.py:518
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/aml-benchmark/components/src/aml_benchmark/inference_postprocessor/inference_postprocessor.py:518 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/aml-benchmark/components/src/aml_benchmark/utils/helper.py:229
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/aml-benchmark/components/src/aml_benchmark/utils/helper.py:229 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/common/src/utils/common_utils.py:30
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/common/src/utils/common_utils.py:30 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/model_monitoring/components/src/model_data_collector_preprocessor/mdc_preprocessor_helper.py:270
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/model_monitoring/components/src/model_data_collector_preprocessor/mdc_preprocessor_helper.py:270 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/training/finetune_acft_image/src/medimage_parse_3d_finetune/medimageparse_3d_finetune.py:253
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/training/finetune_acft_image/src/medimage_parse_3d_finetune/medimageparse_3d_finetune.py:253 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/training/finetune_acft_image/src/medimage_parse_finetune/medimageparse_finetune.py:245
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/training/finetune_acft_image/src/medimage_parse_finetune/medimageparse_finetune.py:245 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in assets/training/model_management/src/azureml/model/mgmt/utils/common_utils.py:64
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
assets/training/model_management/src/azureml/model/mgmt/utils/common_utils.py:64 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — assets/aml-benchmark/components/src/aml_benchmark/batch_resource_manager/main.py:386
`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 — assets/aml-benchmark/components/src/aml_benchmark/benchmark_embedding_model/deployments/oss_deployment.py:52
`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 — assets/aml-benchmark/components/src/aml_benchmark/utils/helper.py:227
`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 — assets/batch_score/components/driver/src/batch_score/common/request_modification/modifiers/vesta_image_encoder.py:56
`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 — assets/model_monitoring/components/src/model_data_collector_preprocessor/mdc_preprocessor_helper.py:270
`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 — assets/model_monitoring/components/src/model_monitor_azmon_metric_publisher/azure_monitor_metric_publisher.py:133
`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 — assets/responsibleai/tabular/components/src/rai_component_utilities.py:355
`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 — assets/training/distillation/src/validate_pipeline.py:177
`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 — assets/training/finetune_acft_hf_nlp/environments/acpt/context/data_import_run.py:276
`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 — assets/training/finetune_acft_hf_nlp/environments/acpt/context/finetune_run.py:428
`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 — assets/training/finetune_acft_hf_nlp/environments/data_import/context/data_import_run.py:276
`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 — assets/training/finetune_acft_image/src/medimage_parse_3d_finetune/medimageparse_3d_finetune.py:252
`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 — assets/training/finetune_acft_image/src/medimage_parse_finetune/medimageparse_finetune.py:244
`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 — assets/training/model_evaluation/src/compute_metrics.py:11
`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 — assets/training/model_evaluation/src/download_dependencies.py:68
`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 — assets/training/model_evaluation/src/download_metrics_dependencies.py:35
`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 — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.py:582
`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 — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/engine/custom_engine.py:40
`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 — assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/engine/vllm_engine.py:50
`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 — assets/training/model_management/environments/mlflow-model-inference/context/mlmonitoring/worker/sender.py:116
`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 — assets/training/vision/jobs/object-detection-using-built-in-component/prepare_data.py:114
`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 — assets/training/vision/jobs/object-detection-using-built-in-component/src/predict.py:27
`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/azureml-assets/azureml/assets/model/download_utils.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 — scripts/azureml-assets/azureml/assets/util/sku_utils.py:51
`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 — scripts/promptflow-ci/utils/utils.py:11
`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 4 in use
Port 4 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
assets/training/general/environments/lightgbm-3.3/context/Dockerfile Ports
low Security checks software Race condition conf 1.00 [SEC124] TOCTOU file access (os.access then open): Check-then-use file pattern (access/exists then open) lets an attacker swap the file between check and use (symlink attack). `mktemp` is deprecated for the same reason.
Use `os.open(path, os.O_CREAT | os.O_EXCL | os.O_WRONLY)` for atomic create-only. Use `tempfile.NamedTemporaryFile()` (not `mktemp`). For locking, use `fcntl.flock`.
assets/training/model_management/src/run_model_preprocess.py:183
low Security checks cicd CI/CD security conf 0.72 23 occurrences Dockerfile installs recommended OS packages
Add `--no-install-recommends` and explicitly list only packages the image needs.
11 files, 23 locations
assets/training/general/environments/tensorflow-2.16-cuda11/context/Dockerfile:145, 154, 208, 214, 230, 251, 266 (7 hits)
assets/training/general/environments/tensorflow-2.16-cuda12/context/Dockerfile:54, 139, 204, 210, 223, 248 (6 hits)
assets/training/model_management/environments/foundation-model-inference/context/Dockerfile:20, 21 (2 hits)
assets/data-labeling/environments/data-labeling-sam/context/Dockerfile:21
assets/training/automl/environments/ai-ml-automl-dnn-forecasting-gpu/context/Dockerfile:29
assets/training/automl/environments/ai-ml-automl/context/Dockerfile:23
assets/training/finetune_acft_hf_nlp/environments/data_import/context/Dockerfile:39
assets/training/forecasting_demand/environments/automl-gpu/context/Dockerfile:15
CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.72 73 occurrences Dockerfile keeps pip download cache
Use `pip install --no-cache-dir ...` in container builds.
12 files, 59 locations
assets/responsibleai/environments/responsibleai-tabular/context/Dockerfile:23, 27, 35, 40, 45, 48, 51, 54, +6 more (14 hits)
assets/training/automl/environments/ai-ml-automl/context/Dockerfile:60, 105, 111, 112, 113, 114 (6 hits)
assets/training/finetune_acft_hf_nlp/environments/acpt-rft/context/Dockerfile:12, 13, 14, 15, 42, 56 (6 hits)
assets/training/automl/environments/ai-ml-automl-dnn-text-gpu-ptca/context/Dockerfile:17, 21, 24, 49, 76 (5 hits)
assets/training/finetune_acft_hf_nlp/environments/acpt-draft/context/Dockerfile:16, 17, 18, 25, 28 (5 hits)
assets/training/finetune_acft_image/environments/acft_video_mmtracking/context/Dockerfile:25, 26, 27, 30, 34 (5 hits)
assets/training/automl/environments/ai-ml-automl-gpu/context/Dockerfile:46, 51, 91, 147 (4 hits)
assets/training/finetune_acft_hf_nlp/environments/acpt-grpo/context/Dockerfile:11, 12, 15, 32 (4 hits)
CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.74 8 occurrences Dockerfile leaves apt package indexes in the image layer
End the apt install layer with `rm -rf /var/lib/apt/lists/*`.
3 files, 8 locations
assets/training/general/environments/tensorflow-2.16-cuda11/context/Dockerfile:145, 208, 214 (3 hits)
assets/training/general/environments/tensorflow-2.16-cuda12/context/Dockerfile:139, 204, 210 (3 hits)
assets/training/model_management/environments/foundation-model-inference/context/Dockerfile:20, 25 (2 hits)
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, 14 locations
assets/aml-benchmark/scripts/custom_dataset_preprocessors/quac_textgen_babel.py:7, 34 (2 hits)
assets/batch_score_oss/components/driver/src/batch_score_oss/common/auth/token_provider.py:3, 32 (2 hits)
assets/aml-benchmark/components/src/aml_benchmark/benchmark_embedding_model/deployments/oss_deployment.py:67
assets/aml-benchmark/components/src/aml_benchmark/utils/error_definitions.py:1
assets/aml-benchmark/components/src/aml_benchmark/utils/online_endpoint/claude_online_endpoint.py:48
assets/aml-benchmark/components/src/aml_benchmark/utils/online_endpoint/oss_online_endpoint.py:38
assets/aml-benchmark/scripts/custom_dataset_preprocessors/math_preprocessor.py:2
assets/aml-benchmark/scripts/custom_dataset_preprocessors/truthfulqa_hf.py:15
duplicationquality
low System graph quality Maintenance conf 1.00 221 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: mcr.microsoft.com/aifx/acpt/stable-ubuntu2004-cu117-py38-torch1131:{{latest-image-tag:biweekly\.\d{6}\.\d{1}.*}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/training/general/environments/acpt-pytorch-1.13-cuda11.7/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/aifx/acpt/stable-ubuntu2204-cu118-py310-torch271:{{latest-image-tag}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/training/vision/environments/automl-dnn-vision-gpu/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 17 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/aifx/acpt/stable-ubuntu2204-cu126-py310-torch280:{{latest-image-tag:biweekly\.\d{6}\.\d{1}.*}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
12 files, 12 locations
assets/training/automl/environments/ai-ml-automl-dnn-text-gpu-ptca/context/Dockerfile:1
assets/training/automl/environments/ai-ml-automl-dnn-text-gpu/context/Dockerfile:1
assets/training/finetune_acft_hf_nlp/environments/acpt-draft/context/Dockerfile:2
assets/training/finetune_acft_hf_nlp/environments/acpt-grpo/context/Dockerfile:2
assets/training/finetune_acft_hf_nlp/environments/acpt-rft/context/Dockerfile:1
assets/training/finetune_acft_hf_nlp/environments/acpt/context/Dockerfile:2
assets/training/finetune_acft_image/environments/acft_image_huggingface/context/Dockerfile:2
assets/training/finetune_acft_image/environments/acft_image_medimageinsight_adapter_finetune/context/Dockerfile:1
containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/aifx/acpt/stable-ubuntu2204-cu126-py310-torch280:{{latest-image-tag}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/training/automl/environments/ai-ml-automl-dnn-vision-gpu/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 3 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/curated/acpt-pytorch-1.11-cuda11.3:{{latest-image-tag}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
3 files, 3 locations
test/resources/validate/dockerfile-from-ce-image-comment/context/Dockerfile:2
test/resources/validate/dockerfile-from-ce-image-windows/context/Dockerfile:1
test/resources/validate/dockerfile-from-ce-image/context/Dockerfile:1
containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/inference-base-2204:{{latest-image-tag}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/inference/environments/minimal-py311-inference/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/inference-base-2204:{{latest-image-tag}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/inference/environments/mlflow-py312-inference/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/inference-base-cuda12.4-ubuntu22.04:{{latest-image-tag}}
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
assets/inference/environments/minimal-py312-cuda12.4-inference/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/o16n-base/python-assets:20240327.v1
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assets/training/general/environments/tensorflow-2.16-cuda11/context/Dockerfile:3 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/o16n-base/python-assets:20250310.v1
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assets/training/general/environments/tensorflow-2.16-cuda12/context/Dockerfile:3 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 27 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:{{latest-image-tag}}
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low System graph hardware Supply chain conf 1.00 3 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu20.04:{{latest-image-tag}}
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3 files, 3 locations
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low System graph hardware Supply chain conf 1.00 4 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi4.1.0-ubuntu22.04:{{latest-image-tag}}
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4 files, 4 locations
assets/data-labeling/environments/data-labeling/context/Dockerfile:1
assets/large_language_models/rag/environments/rag_embeddings/context/Dockerfile:1
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low System graph hardware Supply chain conf 1.00 4 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi5.0-cuda12.4-ubuntu22.04:{{latest-image-tag}}
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4 files, 4 locations
assets/training/automl/environments/ai-ml-automl-dnn-forecasting-gpu/context/Dockerfile:1
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low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi5.0-cuda12.6-ubuntu24.04:{{latest-image-tag}}
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assets/training/finetune_acft_image/environments/acft_image_medimageparse_3d_finetune/context/Dockerfile:15 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi5.0-cuda12.8-ubuntu24.04:{{latest-image-tag}}
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assets/training/finetune_acft_hf_nlp/environments/slime-pytorch-2.9-cuda12.8/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi5.0-cuda13.1-ubuntu24.04:{{latest-image-tag}}
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assets/training/model_management/environments/foundation-model-inference/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi5.0-cuda13.1-ubuntu24.04:{{latest-image-tag}}
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assets/training/model_management/environments/foundation-model-serve/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 20 occurrences Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/azureml/openmpi5.0-ubuntu24.04:{{latest-image-tag}}
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assets/Langchain/environments/general-langchain-app-deployment/context/Dockerfile:2 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: mcr.microsoft.com/mirror/docker/library/ubuntu:22.04
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assets/training/model_management/environments/mlflow-model-inference/context/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: nvcr.io/nvidia/cuda:12.3.2-cudnn9-devel-ubuntu22.04
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assets/training/general/environments/tensorflow-2.16-cuda11/context/Dockerfile:12 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: nvcr.io/nvidia/cuda:12.8.1-cudnn-devel-ubuntu22.04
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assets/training/general/environments/tensorflow-2.16-cuda12/context/Dockerfile:12 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 4 occurrences Docker base image is tag-pinned but not digest-pinned: ubuntu:24.04
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/aml-benchmark/components/src/aml_benchmark/batch_benchmark_score/batch_score/utils/common/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: assets/aml-benchmark/components/src/setup.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: assets/batch_score/components/driver/dev/datasets/create_dataset.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: assets/batch_score/components/driver/src/batch_score/common/configuration/command_line_argument_specification.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: assets/batch_score/components/driver/src/batch_score/common/constants.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/batch_score/components/driver/test_assets/create_test_asset.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/batch_score_oss/components/driver/dev/datasets/create_dataset.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: assets/batch_score_oss/components/driver/src/batch_score_oss/common/configuration/command_line_argument_specification.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: assets/batch_score_oss/components/driver/src/batch_score_oss/common/constants.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/batch_score_oss/components/driver/test_assets/create_test_asset.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/evaluators/tests/test_evaluators_behavior/common_tool_test_data.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/featurestore/components/src/retrieval.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/model_monitoring/components/src/genai_token_statistics_compute_metrics/constants.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/model_monitoring/components/src/shared_utilities/constants.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/model_monitoring/components/src/shared_utilities/prompts.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/model_monitoring/components/tests/e2e/utils/constants.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/training/automl/tests/preprocessing/automl_preprocessing.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/training/forecasting_demand/automl-hts-inference/src/collect/collect.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: assets/training/forecasting_demand/automl-hts-inference/src/setup/setup.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/training/forecasting_demand/automl-hts-train/src/collect/collect.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/training/forecasting_demand/automl-hts-train/src/setup/setup.py
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low System graph software Dead code candidate conf 1.00 File has no detected symbols: assets/training/forecasting_demand/automl-many-models-train/src/collect/collect.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: assets/training/forecasting_demand/automl-many-models-train/src/setup/setup.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: assets/training/forecasting_demand/automl-many_models-inference/components/src/collect/collect.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: assets/training/forecasting_demand/automl-many_models-inference/components/src/setup/setup.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: assets/training/general/environments/tensorflow-2.16-cuda11/tests/src/main.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: assets/training/general/environments/tensorflow-2.16-cuda12/tests/src/main.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: assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/_version.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: assets/training/model_management/environments/foundation-model-serve/context/setup.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: assets/training/model_management/environments/mlflow-model-inference/context/runit/gunicorn/ensure_debugging.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: assets/training/model_management/src/run_model_validate.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: scripts/azureml-assets/setup.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph quality Integrity conf 1.00 8 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/azureml-assets/azureml/assets/config.py:name, scripts/azureml-assets/azureml/assets/config.py:name 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 …
8 occurrences
repo-level (8 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: scripts/docs/generate_asset_documentation.py:save, scripts/docs/generate_asset_documentation.py:save, scripts/docs/generate_asset_documentation.py:save This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/a…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 8 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: scripts/azureml-assets/azureml/assets/config.py:release_paths, scripts/azureml-assets/azureml/assets/config.py:release_paths, scripts/azureml-assets/azureml/assets/config.py:release_paths, scripts/azureml-assets/azureml/assets/config.py:release_paths …
8 occurrences
repo-level (8 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: scripts/docs/generate_asset_documentation.py:doc, scripts/docs/generate_asset_documentation.py:doc, scripts/docs/generate_asset_documentation.py:doc, scripts/docs/generate_asset_documentation.py:doc This is *the* AI-coder failure mode (4× more duplic…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_gather_predictions_deprecated` in assets/training/model_evaluation/src_distributed/model_prediction.py:348
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_walk_and_copy` in assets/large_language_models/rag/components/src/embeddings/data_import_git.py:18
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `actions_copy` in assets/evaluators/builtin/task_navigation_efficiency/evaluator/_task_navigation_efficiency.py:713
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `create_copy` in assets/batch_score/components/driver/tests/e2e/conftest.py:15
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `create_copy` in assets/batch_score/components/driver/tests/e2e/util.py:48
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `create_copy` in assets/batch_score_oss/components/driver/tests/e2e/conftest.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `create_copy` in assets/batch_score_oss/components/driver/tests/e2e/util.py:45
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cust_dim_copy` in assets/aml-benchmark/components/src/aml_benchmark/utils/logging.py:112
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cust_dim_copy` in assets/common/src/utils/logging_utils.py:79
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cust_dim_copy` in assets/training/model_evaluation/src/logging_utilities.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cust_dim_copy` in assets/training/model_evaluation/src_distributed/logging_utilities.py:151
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cust_dim_copy` in assets/training/model_management/src/azureml/model/mgmt/utils/logging_utils.py:209
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `env1_1_copy` in test/test_configs.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `get_connection_by_id_v2` in assets/large_language_models/rag/components/src/embeddings/data_import_acs.py:15
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `get_connection_by_id_v2` in assets/large_language_models/rag/components/src/validate_deployments.py:12
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `get_connection_by_id_v2` in assets/training/model_evaluation/src/utils.py:21
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `get_connection_by_id_v2` in assets/training/model_evaluation/src/workspace_utils.py:138
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `get_fraud_data_copy` in assets/model_monitoring/components/tests/unit/test_compute_feature_importance.py:215
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `hts_automl_train_v2` in assets/training/forecasting_demand/automl-hts-train/src/train/train.py:23
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `hts_data_aggregation_v2` in assets/training/forecasting_demand/automl-hts-train/src/data_agg/data_agg.py:23
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `hts_inference_v2` in assets/training/forecasting_demand/automl-hts-inference/src/inference/inference.py:21
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `include_deprecated` in scripts/azureml-assets/azureml/assets/extract_tagged_assets.py:23
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `input_data_copy` in assets/evaluators/tests/test_evaluators_behavior/base_evaluator_behavior_test.py:404
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `is_v2` in assets/training/finetune_acft_hf_nlp/src/register_model/register_presets_model.py:428
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `llava_v1` in assets/training/model_management/src/azureml/model/mgmt/processors/pyfunc/llava/llava_mlflow_wrapper.py:72
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `log_message_internal_v2` in assets/batch_score/components/driver/src/batch_score/common/telemetry/geneva_event_client.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `log_message_internal_v2` in assets/batch_score_oss/components/driver/src/batch_score_oss/common/telemetry/geneva_event_client.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `MIR_v2` in assets/batch_score/components/driver/src/batch_score/common/telemetry/standard_fields.py:82
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `MIR_v2` in assets/batch_score_oss/components/driver/src/batch_score_oss/common/telemetry/standard_fields.py:82
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mltable_path_copy` in assets/model_monitoring/components/tests/unit/test_gsq_histogram.py:125
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mm_automl_train_v2` in assets/training/forecasting_demand/automl-many-models-train/src/train/train.py:23
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mm_inference_v2` in assets/training/forecasting_demand/automl-many_models-inference/components/src/inference/inference.py:22
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `run_v1` in assets/aml-benchmark/components/src/aml_benchmark/benchmark_result_aggregator/main.py:166
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `run_v1` in assets/aml-benchmark/components/src/aml_benchmark/utils/aml_run_utils.py:106
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `schema_copy` in assets/training/model_management/environments/foundation-model-serve/context/foundation/model/serve/api_server.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `squad_v2` in assets/aml-benchmark/scripts/data_loaders/squad_v2_static_shots.py:25
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `squad_v2` in assets/aml-benchmark/tests/dataset_downloader/test_dataset_downloader.py:166
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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `Standard_A1_v2` in scripts/azureml-assets/azureml/assets/util/sku_utils.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `Standard_DS3_v2` in scripts/release/e2e_test.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.
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low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_copy` in assets/batch_score/components/driver/tests/unit/common/scoring/test_scoring_result.py:15
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.
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