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axolotl-ai-cloud/axolotl

https://github.com/axolotl-ai-cloud/axolotl · scanned 2026-06-17 01:37 UTC (1 month, 2 weeks ago)

234 raw signals (0 security + 234 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ -5.9 (diff) · 142 actionable findings from 1 signal source. 92 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
70.8
/100
Security checks
71
0 findings
System graph
71
77.8% cov · 142 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 19 Medium 13 Low 68 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 142 Crowd 0 Layer: Software 26 Hardware 2 Security 20 Cicd 3 Quality 91
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Scan summary Repository scanned at 70.8/100 with 77.8% coverage. It contains 7121 nodes across 15 cross-layer flows, written primarily in mixed languages. Engine surfaced 234 findings — concentrated in quality (106), cicd (80), software (26). Risk profile is high: 0 critical, 19 high, 58 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 100 of 142 actionable findings. 234 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 System graph security auth conf 1.00 FastAPI POST `batch_update_named_params` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:831
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:831 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `chat` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:491
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:491 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `clear_lora_adapter` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:359
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:359 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `close_communicator` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:891
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:891 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `generate` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:385
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:385 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `http_update_weights` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:851
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:851 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `init_communicator` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:789
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:789 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `openai_chat_completions` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:547
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:547 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `openai_completions` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:643
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:643 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `reset_prefix_cache` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:881
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:881 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `set_lora_adapter` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:342
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:342 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `update_named_param` without auth dependency — src/axolotl/scripts/vllm_serve_lora.py:815
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
src/axolotl/scripts/vllm_serve_lora.py:815 securityAuth fastapi unauth mutation
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/integrations/config.py:53
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/integrations/config.py:53 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/monkeypatch/fsdp2_qlora.py:94
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/monkeypatch/fsdp2_qlora.py:94 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/monkeypatch/lora_kernels.py:331
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/monkeypatch/lora_kernels.py:331 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/monkeypatch/models/mistral3/mistral_common_tokenizer.py:55
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/monkeypatch/models/mistral3/mistral_common_tokenizer.py:55 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/monkeypatch/peft/utils.py:69
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/monkeypatch/peft/utils.py:69 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/monkeypatch/trainer_accelerator_args.py:73
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/monkeypatch/trainer_accelerator_args.py:73 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/axolotl/monkeypatch/transformers/trainer_loss_calc.py:88
Found a known-risky pattern (exec_used). Review and replace if possible.
src/axolotl/monkeypatch/transformers/trainer_loss_calc.py:88 Exec used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: AGENTS.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
AGENTS.md VerificationAgents md
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph hardware Security conf 1.00 Dockerfile runs as root: docker/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph cicd CI/CD security conf 1.00 44 occurrences GitHub Action is tag-pinned rather than SHA-pinned
docker/metadata-action@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
9 files, 44 locations
.github/workflows/main.yml:58, 66, 68, 74, 147, 155, 157, 163, +8 more (16 hits)
.github/workflows/base.yml:93, 98, 104, 106, 216, 221, 227, 229 (8 hits)
.github/workflows/nightlies.yml:29, 36, 38, 44, 76, 83, 88, 90 (8 hits)
.github/workflows/preview-docs.yml:35, 54, 71 (3 hits)
.github/workflows/tests.yml:105, 147, 197 (3 hits)
.github/workflows/docs.yml:21, 33 (2 hits)
.github/workflows/pypi.yml:48, 64 (2 hits)
.github/workflows/precommit-autoupdate.yml:34
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 3 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.
3 files, 3 locations
.github/workflows/docs.yml
.github/workflows/precommit-autoupdate.yml
.github/workflows/pypi.yml
CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/axolotl/cli/cloud/baseten/__init__.py:46
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/axolotl/cli/main.py:176
`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 — src/axolotl/cli/utils/train.py:192
`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 — src/axolotl/integrations/lm_eval/__init__.py:34
`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 — src/axolotl/integrations/lm_eval/cli.py:139
`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 — src/axolotl/integrations/nemo_gym/server.py:53
`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 security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 52 placeholder/mock markers across 21 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Maintenance conf 1.00 46 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 255 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: axolotlai/axolotl-base:$BASE_TAG
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
docker/Dockerfile:2 containersPinned dependencies
low System graph cicd CI/CD security conf 1.00 33 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
9 files, 33 locations
.github/workflows/tests.yml:90, 100, 182, 192, 297, 299, 352, 354, +2 more (10 hits)
.github/workflows/tests-nightly.yml:55, 64, 140, 142, 184, 186 (6 hits)
.github/workflows/main.yml:55, 144, 223, 309 (4 hits)
.github/workflows/pypi.yml:19, 40, 43 (3 hits)
.github/workflows/base.yml:90, 213 (2 hits)
.github/workflows/docs.yml:19, 23 (2 hits)
.github/workflows/multi-gpu-e2e.yml:58, 60 (2 hits)
.github/workflows/nightlies.yml:26, 73 (2 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 10 places
Functions with the same first-5-line body hash: src/axolotl/prompt_tokenizers.py:parse_instruction_fields, src/axolotl/prompt_tokenizers.py:parse_instruction_fields, src/axolotl/prompt_tokenizers.py:parse_instruction_fields, src/axolotl/prompt_tokenizers.py:parse_instruction_fields This is *the* A…
duplicatesduplication
low System graph quality Integrity conf 1.00 14 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: cicd/e2e_tests.py:main, cicd/multigpu.py:main 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.
14 occurrences
repo-level (14 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: src/axolotl/prompt_tokenizers.py:tokenize_prompt, src/axolotl/prompt_tokenizers.py:tokenize_prompt, src/axolotl/prompt_tokenizers.py:tokenize_prompt This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-c…
3 occurrences
repo-level (3 hits)
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: src/axolotl/prompters.py:match_prompt_style, src/axolotl/prompters.py:match_prompt_style, src/axolotl/prompters.py:match_prompt_style, src/axolotl/prompters.py:match_prompt_style This is *the* AI-coder failure mode (4× more duplication in vibe-coded …
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 9 places
Functions with the same first-5-line body hash: src/axolotl/processing_strategies.py:process_labels, src/axolotl/processing_strategies.py:process_labels, src/axolotl/processing_strategies.py:process_labels, src/axolotl/processing_strategies.py:process_labels This is *the* AI-coder failure mode (4×…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_do_merge_lora_legacy` in src/axolotl/cli/merge_lora.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 `_to_copy` in scripts/analyze_profile.py:70
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_to_copy` in src/axolotl/monkeypatch/torchao_optim.py:12
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `cfg_old` in tests/test_streaming.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 `deepseek_v2` in src/axolotl/common/architectures.py:17
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `deepseek_v2` in src/axolotl/integrations/liger/plugin.py:144
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `deepseek_v2` in src/axolotl/monkeypatch/multipack.py:38
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `deepseek_v2` in src/axolotl/utils/schemas/config.py:1274
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `deepseek_v2` in src/axolotl/utils/schemas/datasets.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 `gate_copy` in tests/e2e/kernels/test_geglu.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 `gate_copy` in tests/e2e/kernels/test_swiglu.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 `load_legacy` in src/axolotl/integrations/kd/chat_template.py:334
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `load_v2` in src/axolotl/prompt_strategies/context_qa.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 `mistral_v1` in src/axolotl/utils/schemas/enums.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 `original_with_copy` in benchmarks/bench_entropy.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 `tokenizer_legacy` in src/axolotl/loaders/tokenizer.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 `tokenizer_legacy` in src/axolotl/utils/schemas/model.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 software Dead code conf 1.00 Possibly dead Python function: add_length
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:203
low System graph software Dead code conf 1.00 Possibly dead Python function: add_pose_position_ids
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:138
low System graph software Dead code conf 1.00 Possibly dead Python function: add_position_ids
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:99
low System graph software Dead code conf 1.00 Possibly dead Python function: calc_sample_packing_eff_est
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:503
low System graph software Dead code conf 1.00 Possibly dead Python function: calculate_total_num_steps
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:408
low System graph software Dead code conf 1.00 Possibly dead Python function: complex_training_step
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
examples/swanlab/custom_trainer_profiling.py:85
low System graph software Dead code conf 1.00 Possibly dead Python function: deco
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/bench.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: drop_no_trainable_tokens
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:267
low System graph software Dead code conf 1.00 Possibly dead Python function: freeze_parameters_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/freeze.py:204
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_bwd_original
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/bench_selective_logsoftmax.py:137
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd_bwd_triton
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/bench_selective_logsoftmax.py:142
low System graph software Dead code conf 1.00 Possibly dead Python function: http_load_weight
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/scripts/vllm_worker_ext.py:186
low System graph software Dead code conf 1.00 Possibly dead Python function: http_load_weights
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/scripts/vllm_worker_ext.py:181
low System graph software Dead code conf 1.00 Possibly dead Python function: llm_worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/scripts/vllm_serve_lora.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: load_and_quantize_parallel
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/model_shard_quant.py:228
low System graph software Dead code conf 1.00 Possibly dead Python function: load_sharded_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/model_shard_quant.py:140
low System graph software Dead code conf 1.00 Possibly dead Python function: original_with_copy
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/bench_entropy.py:177
low System graph software Dead code conf 1.00 Possibly dead Python function: process_datasets_for_packing
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:252
low System graph software Dead code conf 1.00 Possibly dead Python function: process_pretraining_datasets_for_packing
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:386
low System graph software Dead code conf 1.00 Possibly dead Python function: safe_recv
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/scripts/process_cleanup.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: trainer_weighted_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/utils/trainer.py:78
low System graph software Dead code conf 1.00 Possibly dead Python function: wrap_dataset_for_tokenized_prompt
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/axolotl/datasets.py:72
low System graph quality Integrity conf 1.00 Stub function `_noop_warmup` (body is just `pass`/`return`) — src/axolotl/monkeypatch/moe_quant.py:98
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `build` (body is just `pass`/`return`) — src/axolotl/core/builders/base.py:111
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 `chat_template` (body is just `pass`/`return`) — src/axolotl/utils/mistral/mistral_tokenizer.py:50
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `get_collator` (body is just `pass`/`return`) — src/axolotl/core/trainers/ebft/__init__.py:228
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 `preprocess` (body is just `pass`/`return`) — src/axolotl/cli/cloud/base.py:15
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 `set_input_embeddings` (body is just `pass`/`return`) — src/axolotl/integrations/hatchery/plugin.py:80
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 `wrap_dataset` (body is just `pass`/`return`) — src/axolotl/prompt_tokenizers.py:33
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Complexity conf 1.00 Very large file: scripts/analyze_profile.py (1518 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/core/trainers/grpo/async_trainer.py (3257 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/integrations/kernels/libs/scattermoe_lora/kernels/lora_ops.py (3312 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/kernels/lora.py (2037 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/monkeypatch/models/kimi_linear/modeling_kimi.py (1361 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/processing_strategies.py (1523 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/prompt_strategies/chat_template.py (1250 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/utils/schemas/config.py (2043 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/axolotl/utils/schemas/validation.py (1882 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/e2e/integrations/test_scattermoe_lora_kernels.py (1860 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/patched/test_validation.py (1822 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/prompt_strategies/test_chat_templates_advanced.py (1906 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_processing_strategies.py (1583 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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