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google-ai-edge/LiteRT

https://github.com/google-ai-edge/LiteRT · scanned 2026-06-05 19:08 UTC (4 days, 17 hours ago) · 10 languages

694 raw signals (224 security + 470 graph) 11/13 scanners ran 48th percentile · C · large (100-500K LoC) System graph score 76 (lower by 9)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 17 hours ago · v2 · 250 actionable findings from 2 signal sources. 184 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
72.4
/100
Security checks
69
83 findings
System graph
76
88.9% cov · 167 findings
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 40.0 0.15 6.00
security_score 100.0 0.25 25.00
testing_score 24.0 0.20 4.80
documentation_score 100.0 0.15 15.00
practices_score 67.0 0.15 10.05
code_quality 60.0 0.10 6.00
Overall 1.00 66.8
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 19 Medium 21 Low 113 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 83 System graph 167 Crowd 0 Layer: Quality 150 Security 15 Cicd 9 Software 56 Frontend 15 Hardware 1 Api 4
Scan summary Quality grade B- (67/100). Dimensions: security 100, maintainability 40. 224 findings (49 security). 391,526 lines analyzed.

Showing 149 of 250 actionable findings. 434 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high Security checks quality Quality conf 1.00 ✓ Repobility 3 occurrences [MINED107] Missing import: `array` used but not imported: The file uses `array.something(...)` but never imports `array`. This raises NameError at runtime the first time the line executes.
Add `import array` at the top of the file.
2 files, 3 locations
tflite/python/util.py:241, 1033 (2 hits)
litert/python/litert_wrapper/tensor_buffer_wrapper/tensor_buffer.py:136
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED021] Path Traversal Os Join: os.path.join(user_dir, filename) where filename can contain "../" — directory escape.
Review and fix per the pattern semantics. See CWE-22 / A01:2021 for context.
litert/python/aot/aot_compile.py:77
high Security checks quality Quality conf 1.00 ✓ Repobility [MINED029] Kotlin Null Bang: x!! throws NullPointerException if x is null. Bypasses Kotlins null safety.
Review and fix per the pattern semantics. See CWE-476 / for context.
litert/kotlin/src/main/kotlin/com/google/ai/edge/litert/deployment/AiPackModelProvider.kt:81
high Security checks software dependencies conf 0.90 ✓ Repobility 5 occurrences [MINED118] Dockerfile FROM `us-docker.pkg.dev/ml-oss-artifacts-published/ml-public-container/ml-build:latest` not pinned by digest: `FROM us-docker.pkg.dev/ml-oss-artifacts-published/ml-public-container/ml-build:latest` 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 us-docker.pkg.dev/ml-oss-artifacts-published/ml-public-container/ml-build:latest@sha256:<digest>`. Get the digest from `docker manifest inspect`. Re-pin via a scheduled bot (Renovate, Dependabot).
5 files, 5 locations
ci/tflite-android.Dockerfile:1
ci/tflite-py3-arm64.Dockerfile:1
ci/tflite-py3.Dockerfile:1
docker_build/hermetic_build.Dockerfile:16
tflite/tools/tflite-android.Dockerfile:1
high Security checks software dependencies conf 0.90 ✓ Repobility 4 occurrences [MINED126] Workflow container/services image `us-docker.pkg.dev/ml-oss-artifacts-published/ml-public-container/ml-build:latest` unpinned: `container/services image: us-docker.pkg.dev/ml-oss-artifacts-published/ml-public-container/ml-build:latest` without `@sha256:...` pulls a mutable tag at workflow-run time. Treat workflow container references with the same supply-chain discipline as Dockerfile FROM lines.
Replace with `us-docker.pkg.dev/ml-oss-artifacts-published/ml-public-container/ml-build:latest@sha256:<digest>`. Re-pin via Dependabot Docker scope.
4 files, 4 locations
.github/workflows/clang_tidy.yml:21
.github/workflows/cmake_android_linux_x86_64.yml:30
.github/workflows/linux_nightly_wheel.yml:24
.github/workflows/linux_x86_64.yml:27
high Security checks software dependencies conf 0.90 ✓ Repobility [MINED134] Binary file `tflite/java/demo/gradle/wrapper/gradle-wrapper.jar` committed in source repo: `tflite/java/demo/gradle/wrapper/gradle-wrapper.jar` is a .jar binary (53,636 bytes) committed to a repo that otherwise has 2639 source files. Trojan binaries inside otherwise-normal source repos are a known supply-chain attack: a compromised dependency or PR slips in a binary that gets executed by build scripts.
Audit the binary's provenance. If it's vendored library code, document it in a VENDORED.md. If it's a build artifact, add the extension to .gitignore and rebuild from source.
tflite/java/demo/gradle/wrapper/gradle-wrapper.jar:1
high Security checks software dependencies conf 0.90 ✓ Repobility [MINED134] Binary file `tflite/java/ovic/demo/gradle/wrapper/gradle-wrapper.jar` committed in source repo: `tflite/java/ovic/demo/gradle/wrapper/gradle-wrapper.jar` is a .jar binary (53,636 bytes) committed to a repo that otherwise has 2639 source files. Trojan binaries inside otherwise-normal source repos are a known supply-chain attack: a compromised dependency or PR slips in a binary that gets executed by build scripts.
Audit the binary's provenance. If it's vendored library code, document it in a VENDORED.md. If it's a build artifact, add the extension to .gitignore and rebuild from source.
tflite/java/ovic/demo/gradle/wrapper/gradle-wrapper.jar:1
high Security checks security path traversal conf 0.80 [SEC013] Path Traversal — User Input in File Path: User-controlled input used in file path without sanitization. Allows reading arbitrary files.
Use os.path.realpath() and verify the path starts with your expected base directory. Use secure_filename() for uploads.
litert/js/demos/depth_anything/convert_model.py:39
high Security checks quality Quality conf 1.00 3 occurrences [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`.
3 files, 3 locations
ci/tools/python/vendor_sdk/google_tensor/setup.py:200
ci/tools/python/vendor_sdk/mediatek/setup.py:163
ci/tools/python/vendor_sdk/qualcomm/setup.py:166
low Security checks cicd CI/CD security conf 0.90 ✓ Repobility 71 occurrences GitHub Action is tag-pinned rather than SHA-pinned
[MINED115] Action `actions/checkout` pinned to mutable ref `@v4`: `uses: actions/checkout@v4` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lo…
11 files, 71 locations
.github/workflows/windows_nightly_wheel.yml:26, 32, 93, 132, 138, 151, 159 (14 hits)
.github/workflows/windows_wheel_release.yml:33, 42, 97, 136, 142, 155, 163 (14 hits)
.github/workflows/linux_x86_64.yml:43, 48, 88, 147 (8 hits)
.github/workflows/ios-arm64.yml:36, 39, 76, 124 (7 hits)
.github/workflows/macos_nightly_wheel.yml:24, 70, 100, 120, 126, 139, 147 (7 hits)
.github/workflows/linux_nightly_wheel.yml:38, 87, 148, 156, 169, 177 (6 hits)
.github/workflows/windows_x86_64.yml:39, 42, 81, 140, 171 (5 hits)
.github/workflows/macos-arm64.yml:37, 40, 77, 137 (4 hits)
CI/CD securitySupply chainGitHub Actions
high System graph api Wiring conf 1.00 Dangling fetch: GET /static/imagenet_labels.txt (litert/js/demos/mobilenetv2/src/index.ts:43)
`litert/js/demos/mobilenetv2/src/index.ts:43` calls `GET /static/imagenet_labels.txt` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/static/imagenet_labels.txt` If this points at an external API, prefix it with `htt…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /testdata/add_10x10.tflite (litert/js/packages/core/src/litert_web_test.ts:164)
`litert/js/packages/core/src/litert_web_test.ts:164` calls `GET /testdata/add_10x10.tflite` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/testdata/add_10x10.tflite` If this points at an external API, prefix it with…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /testdata/add_10x10.tflite (litert/js/packages/core/src/litert_web_test.ts:198)
`litert/js/packages/core/src/litert_web_test.ts:198` calls `GET /testdata/add_10x10.tflite` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/testdata/add_10x10.tflite` If this points at an external API, prefix it with…
Dangling fetchFetch
high System graph security security conf 1.00 Insecure pattern 'eval_used' in litert/js/demos/depth_anything/convert_model.py:55
Found a known-risky pattern (eval_used). Review and replace if possible.
litert/js/demos/depth_anything/convert_model.py:55 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in tflite/tools/convert_image_to_csv.py:61
Found a known-risky pattern (eval_used). Review and replace if possible.
tflite/tools/convert_image_to_csv.py:61 Eval used
high System graph security security conf 1.00 Insecure pattern 'tls_verify_false' in tflite/python/convert.py:209
Found a known-risky pattern (tls_verify_false). Review and replace if possible.
tflite/python/convert.py:209 Tls verify false
medium Security checks security auth conf 0.92 [AUC001] No Repobility access matrix policy found: The repository uses web/API frameworks but does not define .repobility/access.yml or equivalent authorization documentation.
Add .repobility/access.yml mapping routes to anonymous, authenticated, owner, admin, and super_admin. Keep business-specific rules in the repo so CI can enforce them.
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
ci/tools/python/vendor_sdk/google_tensor/setup.py:200
ci/tools/python/vendor_sdk/mediatek/setup.py:163
ci/tools/python/vendor_sdk/qualcomm/setup.py:166
medium Security checks security Crypto conf 1.00 3 occurrences [SEC014] SSL Verification Disabled: SSL certificate verification is disabled, allowing man-in-the-middle attacks.
Enable SSL verification. Use verify=True (default) for requests. Pin certificates if needed.
3 files, 3 locations
tflite/converter/python/converter_python_api.h:48
tflite/converter/quantization/common/quantization_lib/quantization_config.h:197
tflite/converter/quantization/lite/quantize_model.h:54
low Security checks quality Error handling conf 0.55 ✓ Repobility 17 occurrences Broad exception handler needs review
This handler catches Exception/BaseException. It is actionable when it swallows errors without logging, re-raising, or returning a structured error. Handlers that intentionally convert exceptions into typed error results should not be treated as high risk.
12 files, 17 locations
tflite/python/lite.py:1681, 1902, 2547, 2882 (4 hits)
ci/tools/python/vendor_sdk/intel/setup.py:319, 342 (2 hits)
ci/tools/python/wheel/setup_with_binary.py:80, 131 (2 hits)
ci/tools/python/vendor_sdk/google_tensor/ai_edge_litert_sdk_google_tensor/__init__.py:61
ci/tools/python/vendor_sdk/mediatek/ai_edge_litert_sdk_mediatek/__init__.py:78
ci/tools/python/vendor_sdk/mediatek/setup.py:71
ci/tools/python/vendor_sdk/qualcomm/ai_edge_litert_sdk_qualcomm/__init__.py:57
ci/tools/python/vendor_sdk/qualcomm/setup.py:78
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 Docker final stage has no non-root USER
Add a non-root USER in the final runtime stage after files and permissions are prepared.
tflite/tools/pip_package/Dockerfile.py3:16 CI/CD securitycontainers
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — litert/js/demos/efficientvit_segmentation/src/index.ts:40
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — litert/js/demos/mobilenetv2/src/index.ts:43
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — litert/js/packages/core/src/litert_web_test.ts:164
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — litert/js/packages/core/src/load_utils.ts:21
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — tensor/wasm/demo/gemma3/gemma3_utils.js:125
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph cicd CI/CD security conf 1.00 5 occurrences GitHub Action is tag-pinned rather than SHA-pinned
nttld/setup-ndk@v1 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 5 locations
.github/workflows/windows_nightly_wheel.yml:29 (2 hits)
.github/workflows/windows_wheel_release.yml:39 (2 hits)
.github/workflows/cmake_android_linux_x86_64.yml:103
CI/CD securitySupply chainGitHub Actions
medium System graph cicd CI/CD security conf 1.00 4 occurrences GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
4 files, 4 locations
.github/workflows/cmake_android_linux_x86_64.yml
.github/workflows/ios-arm64.yml
.github/workflows/linux_x86_64.yml
.github/workflows/macos-arm64.yml
CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in litert/vendors/qualcomm/debugger/optrace_profiling/run.py:216
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
litert/vendors/qualcomm/debugger/optrace_profiling/run.py:216 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — ci/tools/python/vendor_sdk/sdist_wrapper.py:143
`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 — ci/tools/python/wheel/utils/wheel_builder.py:269
`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 — litert/js/demos/depth_anything/convert_model.py:39
`requests.get(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — litert/python/aot/core/apply_plugin.py:132
`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 — litert/vendors/qualcomm/debugger/optrace_profiling/run.py:81
`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 — tflite/tutorials/dataset.py:74
`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
high Security checks cicd CI/CD security conf 0.56 Compose service does not declare a runtime user
Set a non-root `user:` in Compose or ensure the final image stage has a non-root USER directive.
docker_build/docker-compose.yml:18 CI/CD securitycontainers
high Security checks cicd CI/CD security conf 0.62 Compose service lacks no-new-privileges hardening
Add `security_opt: ["no-new-privileges:true"]` unless the service has a documented need for privilege escalation.
docker_build/docker-compose.yml:18 CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.72 2 occurrences Dockerfile installs recommended OS packages
Add `--no-install-recommends` and explicitly list only packages the image needs.
lines 23, 43
tflite/tools/pip_package/Dockerfile.py3:23, 43 (2 hits)
CI/CD securitycontainers
low Security checks cicd CI/CD security conf 0.74 2 occurrences Dockerfile leaves apt package indexes in the image layer
End the apt install layer with `rm -rf /var/lib/apt/lists/*`.
lines 23, 43
tflite/tools/pip_package/Dockerfile.py3:23, 43 (2 hits)
CI/CD securitycontainers
low Security checks quality Quality conf 0.60 30 occurrences Duplicated implementation block across source files
Duplicate implementation blocks are maintenance debt. Keep them visible, but they are not a high-severity defect unless the duplicated logic is security-sensitive or drifting.
12 files, 22 locations
ci/tools/python/vendor_sdk/samsung/setup.py:36, 39, 66, 152 (4 hits)
ci/tools/python/vendor_sdk/qualcomm/setup.py:30, 66, 148 (3 hits)
ci/tools/python/vendor_sdk/intel/setup.py:295, 296 (2 hits)
ci/tools/python/vendor_sdk/mediatek/setup.py:70, 154 (2 hits)
ci/tools/python/vendor_sdk/qualcomm/ai_edge_litert_sdk_qualcomm/__init__.py:21, 22 (2 hits)
ci/tools/python/vendor_sdk/samsung/ai_edge_litert_sdk_samsung/__init__.py:21, 22 (2 hits)
ci/tools/python/wheel/setup_with_binary.py:30, 114 (2 hits)
ci/tools/python/vendor_sdk/google_tensor/setup.py:200
duplicationquality
low System graph quality Maintenance conf 1.00 37 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph software Dead code candidate conf 1.00 File has no detected symbols: .github/workflows/auto-assignment.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: ci/setup_with_binary.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: litert/js/apps/model_tester/scripts/devserver.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: litert/js/apps/model_tester/serve.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: litert/js/apps/model_tester/src/common_styles.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/demos/depth_anything/scripts/devserver.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: litert/js/demos/depth_anything/src/constants.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/demos/depth_anything/src/styles.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/demos/real_esrgan/src/styles.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/core/eslint.config.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/core/src/accelerator_types.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/core/src/model_types.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/eslint_config/eslint.config.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/tfjs_interop/eslint.config.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/wasm_utils/eslint.config.js
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: litert/js/packages/wasm_utils/src/wasm_module.ts
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: tensor/wasm/karma.conf.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: tensor/wasm/tensor_wasm_test.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: tflite/converter/runlit.cfg.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: tflite/converter/runlit.site.cfg.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: tflite/python/lite_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: tflite/toco/python/tensorflow_wrap_toco.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: tflite/tools/optimize/python/modify_model_interface_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: tflite/tools/pip_package/setup_with_binary.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: configure.py:get_var, configure.py:set_action_env_var This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
16 occurrences
repo-level (16 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: litert/python/tools/flatbuffer_utils_test.py:testStripStrings, litert/python/tools/flatbuffer_utils_test.py:testRandomizeWeights, litert/python/tools/flatbuffer_utils_test.py:testRandomizeSomeWeights This is *the* AI-coder failure mode (4× more dupli…
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: litert/python/tools/model_utils/model_builder.py:build_block_from_py_func, litert/python/tools/model_utils/model_builder.py:build, litert/python/tools/model_utils/model_builder.py:build, litert/python/tools/model_utils/model_builder.py:build This is …
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: litert/python/internal/litertlm_builder.py:data_writer, litert/python/internal/litertlm_builder.py:data_writer, litert/python/internal/litertlm_builder.py:data_writer, litert/python/internal/litertlm_builder.py:data_writer This is *the* AI-coder fail…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: litert/python/tools/model_utils/match/predicate.py:PredicateAnd, litert/python/tools/model_utils/match/predicate.py:Pred, litert/python/tools/model_utils/match/predicate.py:Pred, litert/python/tools/model_utils/match/predicate.py:Pred This is *the* A…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_decode_error_legacy` in tflite/python/authoring/authoring.py:159
Names with suffixes like `_old`, `_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 `_pad_v2` in litert/python/tools/model_utils/dialect/tfl/__init__.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 `array_initial_copy` in tflite/python/interpreter_test.py:423
Names with suffixes like `_old`, `_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 `convert_variables_to_constants_v2` in tflite/python/lite.py:2836
Names with suffixes like `_old`, `_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 `data_old` in tflite/schema/upgrade_schema_test.py:267
Names with suffixes like `_old`, `_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 `enable_control_flow_v2` in tflite/python/convert_phase.py:152
Names with suffixes like `_old`, `_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 `enable_control_flow_v2` in tflite/python/lite_v2_test.py:3999
Names with suffixes like `_old`, `_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 `enable_control_flow_v2` in tflite/python/util_test.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 `enable_control_flow_v2` in tflite/testing/op_tests/cond.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 `enable_control_flow_v2` in tflite/testing/op_tests/dynamic_rnn.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 `enable_control_flow_v2` in tflite/testing/op_tests/einsum.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 `enable_control_flow_v2` in tflite/testing/op_tests/while_loop.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 `enable_control_flow_v2` in tflite/testing/zip_test_utils.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 `member_copy` in ci/tools/python/vendor_sdk/google_tensor/setup.py:195
Names with suffixes like `_old`, `_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 `member_copy` in ci/tools/python/vendor_sdk/mediatek/setup.py:158
Names with suffixes like `_old`, `_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 `member_copy` in ci/tools/python/vendor_sdk/qualcomm/setup.py:161
Names with suffixes like `_old`, `_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 `member_copy` in ci/tools/python/vendor_sdk/samsung/setup.py:156
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `new_bid_for_old` in litert/python/tools/flatbuffer_utils.py:242
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `print_v2` in tflite/python/lite_test.py:1916
Names with suffixes like `_old`, `_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_images_v2` in tflite/tools/convert_image_to_csv.py:62
Names with suffixes like `_old`, `_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 litert/python/tools/model_utils/match/_match_dag/tblgen_def.py:175
Names with suffixes like `_old`, `_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 tflite/testing/generate_examples_lib.py:151
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `reverse_v2` in tflite/testing/op_tests/reverse_v2.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 `schema_v1` in tflite/schema/upgrade_schema.py:90
Names with suffixes like `_old`, `_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 `select_v2` in litert/python/tools/model_utils/dialect/tfl/select_v2.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 `static_rnn_with_control_flow_v2` in tflite/testing/op_tests/static_rnn_with_control_flow_v2.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 `test_conversion_from_frozen_graph_v2` in tflite/python/metrics/metrics_nonportable_test.py:202
Names with suffixes like `_old`, `_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 `torchvision_mobilenet_v2` in litert/js/demos/mobilenetv2/src/index.ts: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 `torchvision_mobilenet_v2` in litert/js/packages/core/src/litert_web_test.ts:1110
Names with suffixes like `_old`, `_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 `use_where_v2` in tflite/testing/op_tests/where.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 `where_v2` in tflite/testing/op_tests/where_v2.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 `zero_copy` in litert/python/litert_wrapper/tensor_buffer_wrapper/tensor_buffer.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 software Dead code conf 1.00 Possibly dead Python function: add_hf_tokenizer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:525
low System graph software Dead code conf 1.00 Possibly dead Python function: add_llm_metadata
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:324
low System graph software Dead code conf 1.00 Possibly dead Python function: add_sentencepiece_tokenizer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:488
low System graph software Dead code conf 1.00 Possibly dead Python function: add_system_metadata
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:311
low System graph software Dead code conf 1.00 Possibly dead Python function: add_tflite_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:372
low System graph software Dead code conf 1.00 Possibly dead Python function: add_tflite_weights
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:443
low System graph software Dead code conf 1.00 Possibly dead Python function: any_section_data_type_to_string
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_core.py:44
low System graph software Dead code conf 1.00 Possibly dead Python function: check_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/model_utils/match/_match_dag/tblgen_def.py:44
low System graph software Dead code conf 1.00 Possibly dead Python function: create_input_buffers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/litert_wrapper/compiled_model_wrapper/compiled_model.py:319
low System graph software Dead code conf 1.00 Possibly dead Python function: create_output_buffers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/litert_wrapper/compiled_model_wrapper/compiled_model.py:331
low System graph software Dead code conf 1.00 Possibly dead Python function: destroy
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/litert_wrapper/tensor_buffer_wrapper/tensor_buffer.py:192
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/js/demos/depth_anything/convert_model.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: inline_call_like_op
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/model_utils/graph_utils.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: Pred
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/model_utils/match/predicate.py:321
low System graph software Dead code conf 1.00 Possibly dead Python function: read_flatbuffer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/model_utils/transform.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: read_mlir
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/model_utils/transform.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: read_model_with_mutable_tensors
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/flatbuffer_utils.py:311
low System graph software Dead code conf 1.00 Possibly dead Python function: reg
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/model_utils/match/_match_dag/tblgen_def.py:34
low System graph software Dead code conf 1.00 Possibly dead Python function: rename_custom_ops
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/tools/flatbuffer_utils.py:453
low System graph software Dead code conf 1.00 Possibly dead Python function: resize_input_tensor_by_name
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/litert_wrapper/compiled_model_wrapper/compiled_model.py:365
low System graph software Dead code conf 1.00 Possibly dead Python function: run_by_index
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/litert_wrapper/compiled_model_wrapper/compiled_model.py:406
low System graph software Dead code conf 1.00 Possibly dead Python function: set_tf_download_clang
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
configure.py:526
low System graph software Dead code conf 1.00 Possibly dead Python function: valid_api_level
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
configure.py:732
low System graph software Dead code conf 1.00 Possibly dead Python function: valid_build_tools
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
configure.py:753
low System graph software Dead code conf 1.00 Possibly dead Python function: valid_ndk_path
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
configure.py:678
low System graph software Dead code conf 1.00 Possibly dead Python function: valid_sdk_path
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
configure.py:709
low System graph software Dead code conf 1.00 Possibly dead Python function: write_and_compress
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
litert/python/internal/litertlm_builder.py:549
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — .github/workflows/auto-assignment.js:32
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — litert/js/apps/model_tester/scripts/devserver.js:67
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — litert/js/apps/model_tester/serve.js:53
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — litert/js/apps/model_tester/src/litert_model_runner.ts:42
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — litert/js/demos/depth_anything/scripts/devserver.js:68
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — litert/js/demos/efficientvit_segmentation/src/index.ts:60
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — tensor/wasm/demo/gemma3/gemma3_runner.js:269
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — tensor/wasm/demo/gemma3/safetensors.js:24
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph quality Integrity conf 1.00 Stub function `empty_func` (body is just `pass`/`return`) — tflite/python/metrics/metrics_nonportable_test.py:281
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `id` (body is just `pass`/`return`) — litert/python/aot/core/aot_types.py:296
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `increase_counter_debugger_creation` (body is just `pass`/`return`) — tflite/python/metrics/metrics_portable.py:38
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph api Wiring conf 1.00 Unused endpoint: USE /
`litert/js/apps/model_tester/serve.js` declares `USE /` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: litert/js/packages/core/src/litert_web_test.ts (1586 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tflite/python/lite.py (3455 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tflite/python/lite_test.py (2908 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tflite/python/lite_v2_test.py (5585 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tflite/python/op_hint.py (1338 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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