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tensorflow/models

https://github.com/tensorflow/models · scanned 2026-06-05 07:36 UTC (1 week, 1 day ago) · 10 languages

1332 raw signals (274 security + 1058 graph) 11/13 scanners ran 53rd percentile · Python · huge (>500K LoC) System graph score 61 (higher by 17)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 week, 1 day ago · v2 · 612 actionable findings from 2 signal sources. 191 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
66.8
/100
Security checks
73
101 findings
System graph
61
88.9% cov · 511 findings
Critical
3
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 82.0 0.20 16.40
documentation_score 100.0 0.15 15.00
practices_score 65.0 0.15 9.75
code_quality 56.0 0.10 5.60
Overall 1.00 77.8
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 3 High 48 Medium 28 Low 346 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 101 System graph 511 Crowd 0 Layer: Software 77 Quality 460 Cicd 8 Security 56 Frontend 2 Hardware 8 Api 1
Scan summary Quality grade B+ (78/100). Dimensions: security 100, maintainability 40. 274 findings (53 security). 541,958 lines analyzed.

Showing 402 of 612 actionable findings. 803 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 3 occurrences [MINED030] Python Pickle Loads: pickle.loads() can execute arbitrary code via __reduce__.
Review and fix per the pattern semantics. See CWE-502 / for context.
3 files, 3 locations
official/legacy/xlnet/run_squad.py:259
official/recommendation/data_preprocessing.py:154
research/delf/delf/python/datasets/sfm120k/sfm120k.py:96
high Security checks quality Quality conf 1.00 ✓ Repobility 6 occurrences [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.
6 files, 6 locations
official/nlp/data/dual_encoder_dataloader.py:125
official/nlp/metrics/bleu.py:77
research/cognitive_planning/tasks.py:1346
research/efficient-hrl/environments/maze_env.py:431
research/efficient-hrl/utils/eval_utils.py:58
research/object_detection/utils/dataset_util.py:94
critical Security checks quality Quality conf 1.00 3 occurrences [SEC081] Python: pickle.loads / marshal.loads on untrusted data: pickle.load(s) and marshal.load(s) execute arbitrary code on untrusted input. Ported from dlint DUO103 / DUO120 (BSD-3).
Use json, msgpack, or protobuf for untrusted data. If pickle is required, sign the payload with HMAC.
3 files, 3 locations
official/legacy/xlnet/run_squad.py:259
official/recommendation/data_preprocessing.py:154
research/delf/delf/python/datasets/sfm120k/sfm120k.py:96
critical System graph security Secrets conf 1.00 Possible secret in official/projects/waste_identification_ml/circularnet-docs/hugo.toml
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
official/projects/waste_identification_ml/circularnet-docs/hugo.toml:80
high Security checks quality Quality conf 1.00 ✓ Repobility 3 occurrences [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.
3 files, 3 locations
official/legacy/xlnet/run_squad.py:177
official/projects/basnet/configs/basnet.py:117
official/projects/centernet/configs/centernet.py:198
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
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/utils.py:104
official/projects/waste_identification_ml/docker_solution/prediction_pipeline/gsutil_ops.py:33
official/projects/waste_identification_ml/model_inference/download_and_unzip_models.py:58
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.
research/delf/delf/python/datasets/sfm120k/dataset_download.py:52
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED040] Python Yaml Load Unsafe: yaml.load(stream) without SafeLoader can deserialize arbitrary classes.
Review and fix per the pattern semantics. See CWE-502 / for context.
official/nlp/serving/export_savedmodel.py:123
high Security checks quality Quality conf 1.00 ✓ Repobility 25 occurrences [MINED108] `self._require` used but never assigned in __init__: Method `train` of class `Controller` reads `self._require`, 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._require = <default>` in __init__, or add a class-level default.
2 files, 25 locations
orbit/controller.py:274, 281, 282, 283, 287, 289, 311, 384, +5 more (13 hits)
orbit/standard_runner.py:115, 138, 141, 144, 147, 293, 328, 332, +4 more (12 hits)
high Security checks quality Quality conf 0.80 ✓ Repobility [MINED112] FastAPI POST /predict has no auth: Handler `predict` 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.
official/projects/waste_identification_ml/docker_solution/prediction_api/app.py:48
high Security checks software dependencies conf 0.90 ✓ Repobility 5 occurrences [MINED118] Dockerfile FROM `pytorch/pytorch:2.8.0-cuda12.8-cudnn9-devel` not pinned by digest: `FROM pytorch/pytorch:2.8.0-cuda12.8-cudnn9-devel` 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 pytorch/pytorch:2.8.0-cuda12.8-cudnn9-devel@sha256:<digest>`. Get the digest from `docker manifest inspect`. Re-pin via a scheduled bot (Renovate, Dependabot).
5 files, 5 locations
official/projects/waste_identification_ml/llm_applications/milk_pouch_detection/Dockerfile:1
research/object_detection/dockerfiles/android/Dockerfile:17
research/object_detection/dockerfiles/tf1/Dockerfile:1
research/object_detection/dockerfiles/tf2/Dockerfile:1
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:1
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
official/legacy/xlnet/run_squad.py:177
official/nlp/finetuning/glue/run_glue.py:275
official/nlp/finetuning/superglue/run_superglue.py:211
high Security checks quality Quality conf 1.00 [SEC080] Python: tarfile.extractall without filter: tarfile.extract*() without filter='data' allows path-traversal (CVE-2007-4559, fixed via PEP 706 in 3.12). Ported from bandit B202 (Apache-2.0).
Add `filter='data'` (Python ≥ 3.12) or manually validate member paths against `os.path.abspath`.
research/deep_speech/data/download.py:82
high Security checks cicd CI/CD security conf 0.92 3 occurrences Dockerfile copies the entire context without .dockerignore
Create .dockerignore before using broad context copies, or copy only the required files and directories.
3 files, 3 locations
research/object_detection/dockerfiles/tf1/Dockerfile:29
research/object_detection/dockerfiles/tf2/Dockerfile:29
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:38
CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.90 ✓ Repobility 4 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `actions/setup-python` pinned to mutable ref `@v2`: `uses: actions/setup-python@v2` 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 …
lines 13, 23
.github/workflows/ci.yml:13, 23 (4 hits)
CI/CD securitySupply chainGitHub Actions
high System graph security auth conf 1.00 FastAPI POST `predict` without auth dependency — official/projects/waste_identification_ml/docker_solution/prediction_api/app.py:47
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
official/projects/waste_identification_ml/docker_solution/prediction_api/app.py:47 securityAuth fastapi unauth mutation
high System graph security security conf 1.00 Insecure pattern 'eval_used' in official/legacy/transformer/transformer_main.py:352
Found a known-risky pattern (eval_used). Review and replace if possible.
official/legacy/transformer/transformer_main.py:352 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in official/projects/maxvit/modeling/layers.py:218
Found a known-risky pattern (eval_used). Review and replace if possible.
official/projects/maxvit/modeling/layers.py:218 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in official/projects/unified_detector/data_conversion/utils.py:38
Found a known-risky pattern (eval_used). Review and replace if possible.
official/projects/unified_detector/data_conversion/utils.py:38 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in official/projects/waste_identification_ml/fine_tuning/Pytorch_Image_Classifier/inference_utils.py:63
Found a known-risky pattern (eval_used). Review and replace if possible.
official/projects/waste_identification_ml/fine_tuning/Pytorch_Image_Classifier/inference_utils.py:63 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in official/projects/waste_identification_ml/fine_tuning/Pytorch_Image_Classifier/training_with_callbacks.py:95
Found a known-risky pattern (eval_used). Review and replace if possible.
official/projects/waste_identification_ml/fine_tuning/Pytorch_Image_Classifier/training_with_callbacks.py:95 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in official/projects/waste_identification_ml/llm_applications/milk_pouch_detection/src/models/classification.py:104
Found a known-risky pattern (eval_used). Review and replace if possible.
official/projects/waste_identification_ml/llm_applications/milk_pouch_detection/src/models/classification.py:104 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in research/audioset/yamnet/export.py:134
Found a known-risky pattern (eval_used). Review and replace if possible.
research/audioset/yamnet/export.py:134 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in research/object_detection/exporter_lib_v2.py:63
Found a known-risky pattern (eval_used). Review and replace if possible.
research/object_detection/exporter_lib_v2.py:63 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in research/pcl_rl/trainer.py:433
Found a known-risky pattern (eval_used). Review and replace if possible.
research/pcl_rl/trainer.py:433 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in research/slim/nets/post_training_quantization.py:144
Found a known-risky pattern (eval_used). Review and replace if possible.
research/slim/nets/post_training_quantization.py:144 Eval used
high System graph cicd CI/CD security conf 1.00 pip extra-index-url can enable dependency confusion
pip --extra-index-url searches an additional package index and can resolve public packages when a private package name is missing or has a lower version. Prefer a single controlled index or explicit hashes and package source policy.
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/requirements.txt CI/CD securitySupply chainPypi
medium Security checks quality Quality conf 1.00 ✓ Repobility 4 occurrences [MINED109] Mutable default argument in `test_retrieval` (list): `def test_retrieval(... = []/{}/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 test_retrieval(x=None): x = x or []`
3 files, 4 locations
research/rebar/rebar.py:90, 331 (2 hits)
research/delf/delf/python/training/global_features/train_utils.py:201
research/delf/delf/python/training/model/global_model.py:209
medium Security checks software dependencies conf 0.90 ✓ Repobility 24 occurrences [MINED124] requirements.txt: `mediapy` 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 `mediapy` with `mediapy==<version>` and manage upgrades through PRs / Dependabot.
5 files, 24 locations
official/requirements.txt:1, 5, 12, 14, 16, 17, 21, 22, +5 more (13 hits)
research/audioset/vggish/requirements.txt:1, 2, 3, 4, 5, 6 (6 hits)
official/projects/unified_detector/requirements.txt:1, 2 (2 hits)
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/requirements.txt:19, 20 (2 hits)
official/projects/movinet/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
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/utils.py:104
official/projects/waste_identification_ml/docker_solution/prediction_pipeline/gsutil_ops.py:33
official/projects/waste_identification_ml/model_inference/download_and_unzip_models.py:58
low Security checks security Deserialization conf 1.00 3 occurrences [SEC007] Unsafe Deserialization: Unsafe deserialization can execute arbitrary code.
Use yaml.safe_load() instead of yaml.load(). Avoid pickle for untrusted data.
3 files, 3 locations
official/legacy/xlnet/run_squad.py:259
official/nlp/serving/export_savedmodel.py:123
official/recommendation/data_preprocessing.py:154
medium Security checks security path traversal conf 1.00 3 occurrences [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.
3 files, 3 locations
official/recommendation/movielens.py:126
research/deep_speech/data/download.py:82
research/slim/datasets/dataset_utils.py:138
medium Security checks software Open redirect conf 1.00 [SEC046] Client-side open redirect — window.location = server-supplied URL: Assigning window.location from a server-supplied URL trusts the server endpoint to never return a hostile destination. If that endpoint is ever subverted (compromised admin, JSON injection, MITM on a webhook), users get redirected to a phishing site they trust because the original page is yours. CWE-601 (server-side OR client-side). Complement to server-side SEC030.
Validate the URL is same-origin or on an explicit allowlist before assignment: const u = new URL(serverUrl, location.href); if (u.origin !== location.origin && !ALLOWED.includes(u.host)) return; location.assign(u); Even better: have the server return a path (/checkout/done) instead of a full …
official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/src/js/keydown-nav.js:14
medium Security checks software Resource exhaustion conf 1.00 3 occurrences [SEC115] Decompression without size cap (zip/gzip bomb): Decompressing untrusted archives without a size or ratio cap → memory/disk exhaustion DoS (10kb → 4GB classic 'zip bomb').
Wrap reader with `io.LimitReader(r, MAX_BYTES)`. In Python, iterate `ZipFile.infolist()` and check each entry's `file_size`. Cap total uncompressed bytes (e.g. 100MB).
3 files, 3 locations
official/recommendation/movielens.py:126
research/slim/datasets/dataset_utils.py:138
research/slim/datasets/download_and_convert_cifar10.py:142
medium Security checks quality Quality conf 1.00 [SEC123] Production stack trace / debug output exposed: Debug mode left on in production exposes stack traces, environment variables, framework internals — sometimes triggers RCE (Django debug page with arbitrary template eval).
Set DEBUG=False / APP_DEBUG=false in production. Provide a generic 500 handler that logs to backend but returns a sanitized page to clients.
research/delf/delf/python/training/global_features_utils.py:147
medium Security checks quality Quality conf 1.00 [SEC123] Production stack trace / debug output exposed: Debug mode left on in production exposes stack traces, environment variables, framework internals — sometimes triggers RCE (Django debug page with arbitrary template eval).
Set DEBUG=False / APP_DEBUG=false in production. Provide a generic 500 handler that logs to backend but returns a sanitized page to clients.
research/delf/delf/python/datasets/tuples_dataset.py:264
low Security checks quality Error handling conf 0.55 ✓ Repobility 5 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.
5 files, 5 locations
official/projects/waste_identification_ml/Triton_TF_Cloud_Deployment/client/ffmpeg_ops.py:105
research/lfads/synth_data/generate_itb_data.py:126
research/object_detection/dataset_tools/context_rcnn/create_cococameratraps_tfexample_main.py:113
research/object_detection/dataset_tools/context_rcnn/generate_embedding_data.py:188
research/slim/datasets/process_bounding_boxes.py:123
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 3 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.
3 files, 3 locations
official/projects/waste_identification_ml/llm_applications/milk_pouch_detection/Dockerfile:1
research/object_detection/dockerfiles/android/Dockerfile:17
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:1
CI/CD securitycontainers
medium System graph hardware Security conf 1.00 Dockerfile runs as root: research/object_detection/dockerfiles/android/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: research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/big_query_ops.py:137
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/big_query_ops.py:137 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/utils.py:104
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/utils.py:104 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in official/projects/waste_identification_ml/docker_solution/prediction_pipeline/gsutil_ops.py:33
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
official/projects/waste_identification_ml/docker_solution/prediction_pipeline/gsutil_ops.py:33 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in official/projects/waste_identification_ml/model_inference/download_and_unzip_models.py:60
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
official/projects/waste_identification_ml/model_inference/download_and_unzip_models.py:60 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in official/projects/waste_identification_ml/Triton_TF_Cloud_Deployment/client/inference_pipeline.py:130
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
official/projects/waste_identification_ml/Triton_TF_Cloud_Deployment/client/inference_pipeline.py:130 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in research/efficient-hrl/scripts/local_eval.py:72
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
research/efficient-hrl/scripts/local_eval.py:72 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in research/efficient-hrl/scripts/local_train.py:72
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
research/efficient-hrl/scripts/local_train.py:72 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — official/legacy/transformer/data_download.py:167
`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 — official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/utils.py:104
`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 — official/projects/waste_identification_ml/docker_solution/prediction_pipeline/gsutil_ops.py:33
`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 — official/projects/waste_identification_ml/model_inference/download_and_unzip_models.py:58
`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 — official/projects/waste_identification_ml/Triton_TF_Cloud_Deployment/client/inference_pipeline.py:130
`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 — research/attention_ocr/python/datasets/testdata/fsns/download_data.py:11
`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 — research/slim/datasets/dataset_utils.py:123
`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 — research/slim/datasets/download_and_convert_cifar10.py:138
`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 — research/slim/datasets/download_and_convert_mnist.py:163
`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 — research/slim/datasets/imagenet.py:93
`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 security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). Either auth lives in custom code, in a separate service, or is missing.
auth
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`.
research/rebar/download_data.py:55
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`.
official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/utils.py:101
low Security checks cicd CI/CD security conf 0.72 8 occurrences Dockerfile installs recommended OS packages
Add `--no-install-recommends` and explicitly list only packages the image needs.
4 files, 8 locations
research/object_detection/dockerfiles/android/Dockerfile:27, 39, 71 (3 hits)
research/object_detection/dockerfiles/tf1/Dockerfile:6, 18 (2 hits)
research/object_detection/dockerfiles/tf2/Dockerfile:6, 18 (2 hits)
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:6
CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.72 7 occurrences Dockerfile keeps pip download cache
Use `pip install --no-cache-dir ...` in container builds.
4 files, 7 locations
research/object_detection/dockerfiles/tf1/Dockerfile:38, 39 (2 hits)
research/object_detection/dockerfiles/tf2/Dockerfile:38, 39 (2 hits)
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:47, 48 (2 hits)
research/object_detection/dockerfiles/android/Dockerfile:39
CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.74 6 occurrences Dockerfile leaves apt package indexes in the image layer
End the apt install layer with `rm -rf /var/lib/apt/lists/*`.
4 files, 6 locations
research/object_detection/dockerfiles/tf1/Dockerfile:6, 18 (2 hits)
research/object_detection/dockerfiles/tf2/Dockerfile:6, 18 (2 hits)
research/object_detection/dockerfiles/android/Dockerfile:27
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:6
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, 23 locations
official/nlp/modeling/layers/reuse_attention.py:49, 51, 232 (3 hits)
official/nlp/modeling/layers/rezero_transformer.py:243, 245, 290 (3 hits)
official/nlp/modeling/layers/tn_transformer_expand_condense.py:153, 155, 156 (3 hits)
official/nlp/modeling/layers/transformer_encoder_block.py:120, 424, 622 (3 hits)
official/nlp/modeling/layers/reuse_transformer.py:211, 213 (2 hits)
official/nlp/modeling/networks/funnel_transformer.py:164, 340 (2 hits)
official/nlp/modeling/networks/sparse_mixer.py:63, 73 (2 hits)
official/modeling/multitask/train_lib.py:95
duplicationquality
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: pytorch/pytorch:2.8.0-cuda12.8-cudnn9-devel
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
official/projects/waste_identification_ml/llm_applications/milk_pouch_detection/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: tensorflow/tensorflow:1.15.2-gpu-py3
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
research/object_detection/dockerfiles/tf1/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: tensorflow/tensorflow:2.2.0-gpu
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
research/object_detection/dockerfiles/tf2/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: tensorflow/tensorflow:latest-gpu
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
research/object_detection/dockerfiles/tf2_ai_platform/Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: tensorflow/tensorflow:nightly-devel
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
research/object_detection/dockerfiles/android/Dockerfile:17 containersPinned dependencies
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/nlp/configs/experiment_configs.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: official/projects/basnet/train.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: official/projects/deepmac_maskrcnn/common/registry_imports.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: official/projects/fffner/train.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: official/projects/labse/train.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: official/projects/mae/train.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: official/projects/maskconver/train.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: official/projects/mosaic/qat/serving/export_tflite.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: official/projects/mosaic/registry_imports.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: official/projects/panoptic/train.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: official/projects/perceiver/train.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: official/projects/pruning/registry_imports.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: official/projects/pruning/train.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: official/projects/qat/nlp/registry_imports.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: official/projects/qat/vision/registry_imports.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: official/projects/qat/vision/serving/export_tflite.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: official/projects/qat/vision/train.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: official/projects/s3d/train.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: official/projects/simclr/common/registry_imports.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: official/projects/teams/train.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: official/projects/triviaqa/sentencepiece_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/src/js/headerlink.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/src/js/jquery.backtothetop/jquery.backtothetop.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/src/js/keydown-nav.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/src/js/main.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/src/js/sidebar-menu.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/circularnet-docs/themes/hugo-theme-techdoc/webpack.config.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: official/projects/waste_identification_ml/docker_solution/prediction_pipeline/big_query_schema.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: official/projects/yt8m/train.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: official/recommendation/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: official/recommendation/ranking/preprocessing/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: research/attention_ocr/python/datasets/testdata/fsns/download_data.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: research/audioset/vggish/vggish_params.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: research/audioset/vggish/vggish_smoke_test.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: research/cognitive_planning/envs/active_vision_dataset_env.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: research/cognitive_planning/string_int_label_map_pb2.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: research/cognitive_planning/train_supervised_active_vision.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: research/cognitive_planning/viz_active_vision_dataset_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: research/delf/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: research/efficient-hrl/context/gin_imports.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: research/lfads/synth_data/generate_chaotic_rnn_data.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: research/lfads/synth_data/generate_labeled_rnn_data.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: research/object_detection/models/keras_models/test_utils.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: research/object_detection/packages/tf1/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: research/object_detection/packages/tf2/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: research/rebar/config.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: research/slim/datasets/preprocess_imagenet_validation_data.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: research/slim/nets/inception.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: research/slim/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: research/vid2depth/ops/icp_op.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph security security conf 1.00 Insecure pattern 'debug_true' in research/delf/delf/python/datasets/tuples_dataset.py:264
Found a known-risky pattern (debug_true). Review and replace if possible.
research/delf/delf/python/datasets/tuples_dataset.py:264 Debug true
low System graph security security conf 1.00 Insecure pattern 'debug_true' in research/delf/delf/python/training/global_features/train_utils.py:195
Found a known-risky pattern (debug_true). Review and replace if possible.
research/delf/delf/python/training/global_features/train_utils.py:195 Debug true
low System graph security security conf 1.00 Insecure pattern 'debug_true' in research/delf/delf/python/training/global_features_utils.py:147
Found a known-risky pattern (debug_true). Review and replace if possible.
research/delf/delf/python/training/global_features_utils.py:147 Debug true
low System graph quality Integrity conf 1.00 17 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: research/adversarial_text/graphs_test.py:setUpClass, research/adversarial_text/graphs_test.py:setUp This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're…
17 occurrences
repo-level (17 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: research/lstm_object_detection/export_tflite_lstd_graph_lib.py:get_const_center_size_encoded_anchors, research/object_detection/export_tflite_graph_lib_tf2.py:get_const_center_size_encoded_anchors, research/object_detection/export_tflite_ssd_graph_lib…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: research/adversarial_text/graphs.py:adversarial_loss, research/adversarial_text/graphs.py:adversarial_loss, research/adversarial_text/graphs.py:adversarial_loss, research/adversarial_text/graphs.py:adversarial_loss This is *the* AI-coder failure mode…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: research/lstm_object_detection/model_builder.py:build, research/lstm_object_detection/model_builder_test.py:create_train_model, research/lstm_object_detection/model_builder_test.py:create_eval_model, research/object_detection/builders/model_builder.py…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_generate_detections_v1` in official/projects/yolo/modeling/layers/detection_generator.py:269
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_generate_detections_v1` in official/vision/modeling/layers/detection_generator.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_incorrect_copy` in research/attention_ocr/python/metrics_test.py:52
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `alexnet_v2` in research/slim/nets/alexnet.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `alexnet_v2` in research/slim/nets/alexnet_test.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `all_sequence_encoder_v2` in official/nlp/modeling/networks/bert_dense_encoder_test.py:177
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `assemblenet_v1` in official/projects/assemblenet/modeling/assemblenet.py:976
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `AttentionOcr_v1` in research/attention_ocr/python/demo_inference_test.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `AttentionOcr_v1` in research/attention_ocr/python/model.py:483
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `AttentionOcr_v1` in research/attention_ocr/python/model_export_lib.py:96
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `AttentionOcr_v1` in research/attention_ocr/python/model_export_test.py:64
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `ava_v2` in research/object_detection/dataset_tools/create_ava_actions_tf_record.py:80
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `bert_v2` in official/nlp/configs/encoders.py:330
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `bert_v2` in official/nlp/tools/export_tfhub_lib_test.py:47
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `build_optimizers_tf_v1` in research/object_detection/builders/optimizer_builder.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `center_crop_image_v2` in official/projects/simclr/dataloaders/simclr_input.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `dst_dir_old` in research/delf/delf/python/datasets/sfm120k/dataset_download.py:59
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `encoder_v2` in official/nlp/modeling/networks/bert_encoder_test.py:31
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `experimental_run_v2` in research/object_detection/model_lib_v2.py:182
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `export_base_v2` in official/vision/serving/export_base_v2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `export_base_v2` in official/vision/serving/export_module_factory.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `exporter_lib_v2` in research/object_detection/dataset_tools/context_rcnn/generate_detection_data_tf2_test.py:29
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `exporter_lib_v2` in research/object_detection/dataset_tools/context_rcnn/generate_embedding_data_tf2_test.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `exporter_lib_v2` in research/object_detection/exporter_lib_tf2_test.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `exporter_lib_v2` in research/object_detection/model_lib_tf2_test.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `exporter_main_v2` in research/object_detection/exporter_main_v2.py:52
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `faster_rcnn_inception_v2` in research/object_detection/models/faster_rcnn_inception_v2_feature_extractor_tf1_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `faster_rcnn_mobilenet_v1` in research/object_detection/models/faster_rcnn_mobilenet_v1_feature_extractor_tf1_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `faster_rcnn_resnet_v1` in research/object_detection/models/faster_rcnn_resnet_v1_feature_extractor_tf1_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `frcnn_inc_v2` in research/object_detection/builders/model_builder.py:74
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `gld_v1` in research/delf/delf/python/datasets/google_landmarks_dataset/googlelandmarks.py:32
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `gld_v1` in research/delf/delf/python/training/train.py:49
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `has_shadow_copy` in official/core/base_trainer.py:193
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `has_shadow_copy` in official/modeling/multitask/base_trainer.py:52
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `has_shadow_copy` in official/projects/edgetpu/vision/tasks/image_classification_test.py:67
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `has_shadow_copy` in official/projects/edgetpu/vision/tasks/semantic_segmentation_test.py:121
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `has_shadow_copy` in official/projects/pruning/tasks/image_classification_test.py:129
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `hierarchical_copy` in official/common/distribute_utils.py:59
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/object_detection/models/faster_rcnn_inception_resnet_v2_feature_extractor.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/object_detection/models/faster_rcnn_inception_resnet_v2_keras_feature_extractor.py:31
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/object_detection/models/keras_models/inception_resnet_v2.py:185
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/object_detection/models/keras_models/inception_resnet_v2_tf2_test.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/slim/nets/inception.py:22
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/slim/nets/inception_resnet_v2.py:290
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_resnet_v2` in research/slim/nets/inception_resnet_v2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v1` in research/cognitive_planning/preprocessing/preprocessing_factory.py:50
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v1` in research/slim/nets/inception_v1.py:271
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v1` in research/slim/nets/inception_v1_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v1` in research/slim/nets/inception_v3_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v1` in research/slim/preprocessing/preprocessing_factory.py:47
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v2` in research/object_detection/models/faster_rcnn_inception_v2_feature_extractor.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v2` in research/object_detection/models/ssd_inception_v2_feature_extractor.py:24
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v2` in research/slim/nets/inception_v2.py:471
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inception_v2` in research/slim/nets/inception_v2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `inference_converter_v2` in official/nlp/serving/export_savedmodel.py:139
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `lstm_ssd_mobilenet_v1` in research/lstm_object_detection/model_builder.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `lstm_ssd_mobilenet_v1` in research/lstm_object_detection/model_builder_test.py:71
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `metrics_v2` in official/projects/nhnet/evaluation.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_edgetpu_v2` in official/projects/edgetpu/vision/modeling/backbones/mobilenet_edgetpu.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_edgetpu_v2` in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_edgetpu_v2` in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model_blocks.py:264
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_edgetpu_v2` in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model_blocks_test.py:31
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_edgetpu_v2` in official/projects/edgetpu/vision/modeling/mobilenet_edgetpu_v2_model_test.py:50
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/lstm_object_detection/models/lstm_ssd_mobilenet_v1_feature_extractor.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/lstm_object_detection/models/mobilenet_defs.py:19
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/lstm_object_detection/models/mobilenet_defs_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/embedded_ssd_mobilenet_v1_feature_extractor.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/faster_rcnn_mobilenet_v1_feature_extractor.py:24
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/keras_models/mobilenet_v1.py:87
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/keras_models/mobilenet_v1_tf2_test.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/keras_models/test_utils.py:20
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/ssd_mobilenet_v1_feature_extractor.py:26
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/ssd_mobilenet_v1_fpn_feature_extractor.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/ssd_mobilenet_v1_fpn_keras_feature_extractor.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/ssd_mobilenet_v1_keras_feature_extractor.py:22
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/object_detection/models/ssd_mobilenet_v1_ppn_feature_extractor.py:26
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/slim/nets/mobilenet_v1.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/slim/nets/mobilenet_v1_eval.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/slim/nets/mobilenet_v1_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/slim/nets/mobilenet_v1_train.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v1` in research/slim/nets/nets_factory.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/core/feature_extractor.py:29
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/datasets/data_generator_test.py:54
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/eval.py:55
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/export_model.py:43
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/model_test.py:41
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/train.py:184
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/deeplab/vis.py:60
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/lstm_object_detection/models/lstm_ssd_interleaved_mobilenet_v2_feature_extractor.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/center_net_mobilenet_v2_feature_extractor.py:24
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/center_net_mobilenet_v2_feature_extractor_tf2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/center_net_mobilenet_v2_fpn_feature_extractor.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/center_net_mobilenet_v2_fpn_feature_extractor_tf2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/keras_models/base_models/original_mobilenet_v2.py:228
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/keras_models/mobilenet_v2.py:73
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/keras_models/mobilenet_v2_tf2_test.py:16
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/ssd_mobilenet_v2_feature_extractor.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/ssd_mobilenet_v2_fpn_feature_extractor.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/ssd_mobilenet_v2_fpn_keras_feature_extractor.py:27
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/ssd_mobilenet_v2_keras_feature_extractor.py:22
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/object_detection/models/ssd_mobilenet_v2_mnasfpn_feature_extractor.py:31
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/slim/nets/mobilenet/mobilenet.py:444
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/slim/nets/mobilenet/mobilenet_v2.py:119
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilenet_v2` in research/slim/nets/mobilenet/mobilenet_v2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mobilent_v2` in research/deeplab/common.py:46
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `mock_context_rcnn_lib_v1` in research/object_detection/meta_architectures/context_rcnn_meta_arch_test.py:443
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_lib_v2` in research/object_detection/meta_architectures/center_net_meta_arch.py:4855
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_lib_v2` in research/object_detection/model_main_tf2.py:31
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `paste_instance_masks_v2` in official/legacy/detection/utils/mask_utils.py:105
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `paste_instance_masks_v2` in official/vision/ops/mask_ops.py:108
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `paste_instance_masks_v2` in official/vision/ops/mask_ops_test.py:43
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `policy_v1` in research/object_detection/utils/autoaugment_utils.py:61
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `random_crop_image_v2` in official/projects/edgetpu/vision/dataloaders/classification_input.py:58
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `random_crop_image_v2` in official/projects/yolo/dataloaders/classification_input.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `random_crop_image_v2` in official/vision/dataloaders/classification_input.py:200
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resize_and_crop_image_v2` in official/legacy/detection/utils/input_utils.py:200
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resize_and_crop_image_v2` in official/vision/ops/preprocess_ops.py:311
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet50_v1` in official/legacy/image_classification/resnet/common.py:296
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet50_v1` in official/projects/panoptic/configs/panoptic_deeplab.py:228
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/deeplab/core/resnet_v1_beta.py:19
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/meta_architectures/deepmac_meta_arch.py:20
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/center_net_resnet_v1_fpn_feature_extractor.py:24
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/faster_rcnn_resnet_keras_feature_extractor.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/faster_rcnn_resnet_v1_feature_extractor.py:32
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/faster_rcnn_resnet_v1_fpn_keras_feature_extractor.py:22
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/keras_models/resnet_v1.py:88
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/keras_models/resnet_v1_tf2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/ssd_resnet_v1_fpn_feature_extractor.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/ssd_resnet_v1_fpn_keras_feature_extractor.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/object_detection/models/ssd_resnet_v1_ppn_feature_extractor.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/slim/nets/resnet_utils.py:28
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/slim/nets/resnet_v1.py:37
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v1` in research/slim/nets/resnet_v1_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v2` in research/cognitive_planning/embedders.py:22
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v2` in research/object_detection/models/center_net_resnet_feature_extractor.py:101
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v2` in research/slim/nets/resnet_v2.py:31
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `resnet_v2` in research/slim/nets/resnet_v2_test.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.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reverse_v2` in official/vision/utils/object_detection/box_list_ops.py:633
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reverse_v2` in research/deeplab/core/preprocess_utils.py:56
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reverse_v2` in research/deeplab/model.py:135
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reverse_v2` in research/object_detection/core/box_list_ops.py:698
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `rnn_synth_data_v1` in research/lfads/run_lfads.py:69
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `rnn_synth_data_v1` in research/lfads/synth_data/generate_chaotic_rnn_data.py:33
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `rnn_synth_data_v1` in research/lfads/synth_data/generate_itb_data.py:29
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `rnn_synth_data_v1` in research/lfads/synth_data/generate_labeled_rnn_data.py:30
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `sequence_string_projection_op_v2` in research/seq_flow_lite/layers/projection_layers.py:22
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `set_config_v2` in official/utils/misc/keras_utils.py:186
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `shadow_copy` in official/core/actions_test.py:60
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `shadow_copy` in official/legacy/image_classification/callbacks.py:194
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `shadow_copy` in official/legacy/image_classification/optimizer_factory.py:275
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `shadow_copy` in official/modeling/optimization/ema_optimizer.py:65
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `softmax_cross_entropy_with_logits_v2` in official/legacy/transformer/utils/metrics.py:76
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `softmax_cross_entropy_with_logits_v2` in research/cvt_text/model/model_helpers.py:46
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `softmax_cross_entropy_with_logits_v2` in research/deeplab/utils/train_utils.py:147
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `squad_v1` in official/projects/edgetpu/nlp/serving/export_tflite_squad.py:46
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `ssd_inception_v2` in research/object_detection/builders/model_builder_tf1_test.py:41
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `ssd_inception_v2` in research/object_detection/export_inference_graph.py:67
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `strip_unused` in research/object_detection/exporter_tf1_test.py:1189
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `stuff_mask_to_copy` in official/projects/maskconver/modeling/layers/copypaste.py:200
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `temp_v1` in official/nlp/tools/tf2_albert_encoder_checkpoint_converter.py:129
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `temp_v1` in official/nlp/tools/tf2_bert_encoder_checkpoint_converter.py:111
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `temp_v1` in official/projects/mobilebert/tf2_model_checkpoint_converter.py:123
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_get_expected_feature_map_shapes_with_inception_v2` in research/object_detection/models/feature_map_generators_test.py:99
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_multi_query_attention_v1` in official/vision/modeling/layers/nn_blocks_test.py:1024
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_per_class_iou_v2` in official/vision/evaluation/iou_test.py:114
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_resize_and_crop_image_v2` in official/vision/ops/preprocess_ops_test.py:221
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `tf_saved_model_conversion_v2` in research/audioset/yamnet/export.py:36
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `tfse_ava_v2` in official/projects/videoglue/datasets/action_localization.py:304
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `top_k_old` in official/recommendation/ncf_test.py:42
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `transformer_v2` in official/legacy/transformer/transformer.py:43
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `transformer_v2` in official/legacy/transformer/transformer_forward_test.py:66
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `transformer_v2` in official/legacy/transformer/transformer_test.py:64
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code

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