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Issue title

Function is stub-only (pass/raise NotImplementedError)

Curate findings to include

Pick exactly which findings appear in the issue body. By default the top 5 are included. Uncheck noise, check what matters.

Top 5 (default)

Severity	Rule	Title	File:line
MED	`NET001`	requests.* without timeout argument	`torchtitan/hf_datasets/multimodal/utils…:37`
MED	`QUAL008`	input() call in production code	`torchtitan/models/common/token_dispatch…:350`
MED	`QUAL003`	Magic number used as default arg	`torchtitan/config/configs.py:188`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/protocols/model.py:74`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/protocols/model.py:65`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/protocols/state_dict_adapter…:35`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/distributed/utils.py:309`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/experiments/ft/tests/test_ft…:51`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/experiments/ft/tests/test_ft…:40`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/experiments/ft/tests/test_ft…:32`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/quantization/__in…:47`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/metrics.py:111`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/metrics.py:108`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/tokenizer.py:40`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/tokenizer.py:36`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/tokenizer.py:32`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/dataloader.py:51`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/optimizer.py:417`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/optimizer.py:411`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/optimizer.py:407`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/optimizer.py:259`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/optimizer.py:255`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/validate.py:43`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/components/loss.py:55`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`torchtitan/models/flux/model/model.py:56`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_checkpoint.py:61`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_checkpoint.py:48`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_checkpoint.py:42`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_checkpoint.py:35`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_train_spec.py:25`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_module.py:323`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_module.py:302`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_module.py:281`
MED	`TEST002`	Function is stub-only (pass/raise NotImplementedError)	`tests/unit_tests/test_module.py:333`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configs.py:344`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configs.py:306`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configs.py:295`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configs.py:231`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configs.py:82`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configs.py:25`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/function.py:32`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configurable.py:138`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configurable.py:134`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configurable.py:38`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configurable.py:34`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configurable.py:33`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/config/configurable.py:21`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/protocols/sharding.py:60`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/protocols/sharding.py:35`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/protocols/model.py:55`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/protocols/module.py:42`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/tools/profiler.py:100`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/tools/utils.py:192`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/tools/utils.py:177`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/models/attent…:219`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/models/attent…:32`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/models/vllm_w…:140`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/actors/genera…:123`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/actors/genera…:92`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/actors/genera…:33`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/actors/traine…:63`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/grpo.py:161`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/grpo.py:60`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/sum_digits.py:26`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/types.py:86`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/types.py:68`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/types.py:51`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/types.py:35`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/rl/types.py:12`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/ft/config/job_co…:14`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/ft/checkpoint.py:58`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/ft/optimizer.py:27`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/ft/trainer.py:32`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/ft/manager.py:37`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/autoparallel/con…:21`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/autoparallel/con…:13`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/forge/engine.py:35`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/qw…:17`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/ll…:17`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/de…:17`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/te…:387`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/te…:35`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/te…:50`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/si…:42`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/tr…:53`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/graph_trainer/co…:18`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/transformers_mod…:87`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/experiments/transformers_mod…:12`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/floa…:211`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/floa…:178`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/floa…:60`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/floa…:38`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/__in…:42`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/__in…:22`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/mx.py:157`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/mx.py:113`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/mx.py:49`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/quantization/mx.py:27`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/metrics.py:278`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/tokenizer.py:515`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/tokenizer.py:113`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/tokenizer.py:20`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/checkpoint.py:166`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/dataloader.py:71`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/dataloader.py:45`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/optimizer.py:358`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/optimizer.py:93`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/optimizer.py:38`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/validate.py:69`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/validate.py:31`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/loss.py:228`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/loss.py:94`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/loss.py:82`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/loss.py:50`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/components/lr_scheduler.py:50`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/hf_datasets/multimodal/mm_da…:482`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/hf_datasets/text_datasets.py:552`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/hf_datasets/text_datasets.py:241`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/embedding.py:26`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/decoder.py:66`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/decoder.py:50`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/rmsnorm.py:24`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:542`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:525`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:471`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:161`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:48`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:29`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/token_dispatch…:21`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/moe.py:321`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/moe.py:152`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/moe.py:77`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/linear.py:24`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/rope.py:39`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:596`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:553`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:519`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:497`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:464`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:261`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:177`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/attention.py:75`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/common/feed_forward.py:41`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/deepseek_v3/model.py:183`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/deepseek_v3/model.py:143`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/deepseek_v3/model.py:36`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/model.py:30`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:355`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:299`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:192`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:169`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:134`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:117`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:99`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/model/layers.py:45`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/tokenizer.py:27`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/flux_datasets.py:358`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/trainer.py:33`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/validate.py:48`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/configs.py:53`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/configs.py:26`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/flux/configs.py:10`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/qwen3_vl/model.py:53`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/qwen3_vl/vision_encod…:465`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/gpt_oss/model.py:183`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/gpt_oss/model.py:130`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/gpt_oss/model.py:40`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/gpt_oss/moe.py:227`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/gpt_oss/moe.py:130`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/qwen3/model.py:82`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/qwen3/model.py:36`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/llama4/model.py:116`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/llama4/model.py:72`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/llama3/model.py:66`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/models/llama3/model.py:32`
MED	`ERRH005`	PHP @ error-suppress operator	`torchtitan/trainer.py:53`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_embedding.py:81`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:168`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:144`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:130`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:129`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:121`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:120`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:107`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:106`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:94`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_download_hf_asset…:93`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:233`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:199`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:184`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:123`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:109`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:95`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:81`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:67`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:47`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_parallel_dims.py:27`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_train_spec.py:21`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_set_determinism.py:300`
MED	`ERRH005`	PHP @ error-suppress operator	`tests/unit_tests/test_set_determinism.py:299`

Reset to top 5 200 findings available (after auto-suppression of test files + won't-fix)

Issue body (markdown)

## Code-quality scan: `pytorch/torchtitan`

**Score: 84/100 (B+)**  ·  401 findings  ·  scanned 2026-05-15 18:26 UTC  ·  73,952 LOC

| Severity | Count |
|---|---|
| CRITICAL | 92 |
| HIGH | 63 |
| MEDIUM | 242 |
| LOW | 1 |

📊 [Full filterable report](https://repobility.com/scan/9eb441b0-4d1c-45b8-9825-0c639f48bd8b/)  ·  ![scorecard](https://repobility.com/scan/9eb441b0-4d1c-45b8-9825-0c639f48bd8b/report.png?v=1778869599-s2)

### Top findings

1. **MEDIUM** `NET001` — requests.* without timeout argument
   `torchtitan/hf_datasets/multimodal/utils/image.py:37`
2. **MEDIUM** `QUAL008` — input() call in production code
   `torchtitan/models/common/token_dispatcher.py:350`
3. **MEDIUM** `QUAL003` — Magic number used as default arg
   `torchtitan/config/configs.py:188`
4. **MEDIUM** `TEST002` — Function is stub-only (pass/raise NotImplementedError)
   `torchtitan/protocols/model.py:74`
5. **MEDIUM** `TEST002` — Function is stub-only (pass/raise NotImplementedError)
   `torchtitan/protocols/model.py:65`

---

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137/401 findings (34%) on this scan are already flagged as test-file, won't-fix, or suppressed. The scan is too noisy to file as a single issue. Curate down to specific actionable findings, or address the FP source first.

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Curate findings to include

Issue body (markdown)

Push this scan report to `pytorch/torchtitan`