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Issue title

`self._require` used but never assigned in __init__

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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
HIGH	`MINED108`	[MINED108] `self.evaluate` used but never assigned in __init__: Method `train_and_evaluat…	`orbit/controller.py:394`
HIGH	`MINED108`	[MINED108] `self.train` used but never assigned in __init__: Method `train_and_evaluate` …	`orbit/controller.py:393`
HIGH	`MINED108`	[MINED108] `self._sync_on_async_checkpointing` used but never assigned in __init__: Metho…	`orbit/controller.py:397`
HIGH	`MINED108`	[MINED108] `self._maybe_save_checkpoint` used but never assigned in __init__: Method `tra…	`orbit/controller.py:396`
HIGH	`MINED108`	[MINED108] `self._require` used but never assigned in __init__: Method `train_and_evaluat…	`orbit/controller.py:385`
HIGH	`MINED108`	[MINED108] `self._require` used but never assigned in __init__: Method `train_and_evaluat…	`orbit/controller.py:384`
HIGH	`MINED108`	[MINED108] `self._require` used but never assigned in __init__: Method `evaluate` of clas…	`orbit/controller.py:311`
HIGH	`MINED108`	[MINED108] `self._maybe_save_checkpoint` used but never assigned in __init__: Method `tra…	`orbit/controller.py:287`
HIGH	`MINED108`	[MINED108] `self._maybe_save_checkpoint` used but never assigned in __init__: Method `tra…	`orbit/controller.py:283`
HIGH	`MINED108`	[MINED108] `self._train_n_steps` used but never assigned in __init__: Method `train` of c…	`orbit/controller.py:282`
HIGH	`MINED108`	[MINED108] `self.steps_per_loop` used but never assigned in __init__: Method `train` of c…	`orbit/controller.py:281`
HIGH	`MINED108`	[MINED108] `self._sync_on_async_checkpointing` used but never assigned in __init__: Metho…	`orbit/controller.py:289`
HIGH	`MINED108`	[MINED108] `self._require` used but never assigned in __init__: Method `train` of class `…	`orbit/controller.py:274`
HIGH	`MINED108`	[MINED108] `self.eval_reduce` used but never assigned in __init__: Method `evaluate` of c…	`orbit/standard_runner.py:347`
HIGH	`MINED108`	[MINED108] `self.eval_end` used but never assigned in __init__: Method `evaluate` of clas…	`orbit/standard_runner.py:352`
HIGH	`MINED108`	[MINED108] `self.eval_end` used but never assigned in __init__: Method `evaluate` of clas…	`orbit/standard_runner.py:350`
HIGH	`MINED108`	[MINED108] `self.eval_dataset` used but never assigned in __init__: Method `evaluate` of …	`orbit/standard_runner.py:337`
HIGH	`MINED108`	[MINED108] `self.create_eval_loop_fn` used but never assigned in __init__: Method `evalua…	`orbit/standard_runner.py:332`
HIGH	`MINED108`	[MINED108] `self.eval_begin` used but never assigned in __init__: Method `evaluate` of cl…	`orbit/standard_runner.py:328`
HIGH	`MINED108`	[MINED108] `self.eval_step` used but never assigned in __init__: Method `create_eval_loop…	`orbit/standard_runner.py:293`
HIGH	`MINED108`	[MINED108] `self.train_dataset` used but never assigned in __init__: Method `train` of cl…	`orbit/standard_runner.py:144`
HIGH	`MINED108`	[MINED108] `self.create_train_loop_fn` used but never assigned in __init__: Method `train…	`orbit/standard_runner.py:141`
HIGH	`MINED108`	[MINED108] `self.train_loop_end` used but never assigned in __init__: Method `train` of c…	`orbit/standard_runner.py:147`
HIGH	`MINED108`	[MINED108] `self.train_loop_begin` used but never assigned in __init__: Method `train` of…	`orbit/standard_runner.py:138`
HIGH	`MINED108`	[MINED108] `self.train_step` used but never assigned in __init__: Method `create_train_lo…	`orbit/standard_runner.py:115`
HIGH	`MINED004`	[MINED004] Weak Crypto: MD5/SHA1/DES/RC4 used for security context (not just checksums).	`research/delf/delf/python/training/down…:76`
HIGH	`MINED036`	[MINED036] Python Os System Call: os.system() invokes shell with no escaping.	`research/delf/delf/python/datasets/sfm1…:52`
HIGH	`SEC080`	[SEC080] Python: tarfile.extractall without filter: tarfile.extract*() without filter='da…	`research/deep_speech/data/download.py:82`
HIGH	`SEC078`	[SEC078] Python: requests without timeout: requests.get/post without a timeout will hang …	`official/projects/waste_identification_…:60`
HIGH	`SEC135`	[SEC135] Auth/permission check missing on AI-generated endpoint: Mutating HTTP endpoint g…	`official/projects/waste_identification_…:47`
HIGH	`MINED034`	[MINED034] Python Subprocess Shell True: subprocess(..., shell=True) enables command inje…	`official/projects/waste_identification_…:58`
HIGH	`MINED034`	[MINED034] Python Subprocess Shell True: subprocess(..., shell=True) enables command inje…	`official/projects/waste_identification_…:33`
HIGH	`MINED034`	[MINED034] Python Subprocess Shell True: subprocess(..., shell=True) enables command inje…	`official/projects/waste_identification_…:104`
HIGH	`SEC029`	[SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT…	`research/slim/datasets/dataset_utils.py:105`
HIGH	`SEC029`	[SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT…	`research/object_detection/builders/data…:261`
HIGH	`SEC029`	[SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT…	`official/projects/nhnet/raw_data_proces…:80`
HIGH	`MINED040`	[MINED040] Python Yaml Load Unsafe: yaml.load(stream) without SafeLoader can deserialize …	`official/nlp/serving/export_savedmodel.…:123`
HIGH	`SEC103`	[SEC103] LDAP injection — non-constant search filter: User input concatenated into an LDA…	`official/legacy/xlnet/training_utils.py:168`
HIGH	`MINED021`	[MINED021] Path Traversal Os Join: os.path.join(user_dir, filename) where filename can co…	`official/projects/centernet/configs/cen…:198`
HIGH	`MINED021`	[MINED021] Path Traversal Os Join: os.path.join(user_dir, filename) where filename can co…	`official/projects/basnet/configs/basnet…:117`
HIGH	`DKR014`	Dockerfile copies the entire context without .dockerignore	`research/object_detection/dockerfiles/t…:38`
HIGH	`DKR014`	Dockerfile copies the entire context without .dockerignore	`research/object_detection/dockerfiles/t…:29`
HIGH	`DKR014`	Dockerfile copies the entire context without .dockerignore	`research/object_detection/dockerfiles/t…:29`
HIGH	`MINED115`	[MINED115] Action `actions/checkout` pinned to mutable ref `@v2`: `uses: actions/checkout…	`.github/workflows/ci.yml:23`
HIGH	`MINED115`	[MINED115] Action `actions/setup-python` pinned to mutable ref `@v2`: `uses: actions/setu…	`.github/workflows/ci.yml:13`
HIGH	`MINED118`	[MINED118] Dockerfile FROM `pytorch/pytorch:2.8.0-cuda12.8-cudnn9-devel` not pinned by di…	`official/projects/waste_identification_…:1`
HIGH	`MINED118`	[MINED118] Dockerfile FROM `tensorflow/tensorflow:nightly-devel` not pinned by digest: `F…	`research/object_detection/dockerfiles/a…:17`
HIGH	`MINED118`	[MINED118] Dockerfile FROM `tensorflow/tensorflow:latest-gpu` not pinned by digest: `FROM…	`research/object_detection/dockerfiles/t…:1`
HIGH	`MINED118`	[MINED118] Dockerfile FROM `tensorflow/tensorflow:2.2.0-gpu` not pinned by digest: `FROM …	`research/object_detection/dockerfiles/t…:1`
HIGH	`MINED118`	[MINED118] Dockerfile FROM `tensorflow/tensorflow:1.15.2-gpu-py3` not pinned by digest: `…	`research/object_detection/dockerfiles/t…:1`
HIGH	`MINED112`	[MINED112] FastAPI POST /predict has no auth: Handler `predict` is registered with router…	`official/projects/waste_identification_…:48`
MED	`MINED111`	[MINED111] Bare except continues silently: Bare `except:` (or `except Exception:`) that r…	`official/projects/waste_identification_…:105`
MED	`MINED111`	[MINED111] Bare except continues silently: Bare `except:` (or `except Exception:`) that r…	`research/lfads/synth_data/generate_itb_…:126`
MED	`MINED109`	[MINED109] Mutable default argument in `test_retrieval` (list): `def test_retrieval(... =…	`research/delf/delf/python/training/glob…:201`
MED	`MINED109`	[MINED109] Mutable default argument in `extract_global_descriptors_from_list` (list): `de…	`research/delf/delf/python/training/mode…:209`
MED	`MINED111`	[MINED111] Bare except continues silently: Bare `except:` (or `except Exception:`) that r…	`research/object_detection/dataset_tools…:188`
MED	`MINED111`	[MINED111] Bare except continues silently: Bare `except:` (or `except Exception:`) that r…	`research/object_detection/dataset_tools…:113`
MED	`MINED111`	[MINED111] Bare except continues silently: Bare `except:` (or `except Exception:`) that r…	`research/slim/datasets/process_bounding…:123`
MED	`MINED109`	[MINED109] Mutable default argument in `_create_train_op` (list): `def _create_train_op(.…	`research/rebar/rebar.py:331`
MED	`MINED109`	[MINED109] Mutable default argument in `_create_eta` (list): `def _create_eta(... = []/{}…	`research/rebar/rebar.py:90`
MED	`SEC123`	[SEC123] Production stack trace / debug output exposed: Debug mode left on in production …	`research/delf/delf/python/training/glob…:147`
MED	`SEC123`	[SEC123] Production stack trace / debug output exposed: Debug mode left on in production …	`research/delf/delf/python/datasets/tupl…:264`
MED	`SEC115`	[SEC115] Decompression without size cap (zip/gzip bomb): Decompressing untrusted archives…	`research/slim/datasets/download_and_con…:142`
MED	`SEC115`	[SEC115] Decompression without size cap (zip/gzip bomb): Decompressing untrusted archives…	`research/slim/datasets/dataset_utils.py:138`
MED	`SEC115`	[SEC115] Decompression without size cap (zip/gzip bomb): Decompressing untrusted archives…	`official/recommendation/movielens.py:126`
MED	`SEC012`	[SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation all…	`research/slim/datasets/dataset_utils.py:138`
MED	`SEC012`	[SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation all…	`research/deep_speech/data/download.py:82`
MED	`SEC012`	[SEC012] ZipSlip — Archive Path Traversal: Archive extraction without path validation all…	`official/recommendation/movielens.py:126`
MED	`SEC011`	[SEC011] Unsafe PyTorch Model Loading: torch.load() uses pickle internally and can execut…	`official/projects/waste_identification_…:100`
MED	`SEC011`	[SEC011] Unsafe PyTorch Model Loading: torch.load() uses pickle internally and can execut…	`official/projects/waste_identification_…:59`
MED	`SEC046`	[SEC046] Client-side open redirect — window.location = server-supplied URL: Assigning win…	`official/projects/waste_identification_…:14`
MED	`SEC045`	[SEC045] eval()/exec() on stored or user-supplied data: eval() and exec() on data — even …	`research/seq_flow_lite/tflite_ops/denyl…:47`
MED	`SEC045`	[SEC045] eval()/exec() on stored or user-supplied data: eval() and exec() on data — even …	`research/seq_flow_lite/models/sgnn/sgnn…:90`
MED	`SEC045`	[SEC045] eval()/exec() on stored or user-supplied data: eval() and exec() on data — even …	`research/rebar/rebar_train.py:52`
MED	`SEC127`	[SEC127] AI agent stub — TODO: implement / pass placeholder body: Function body left as T…	`official/recommendation/uplift/layers/u…:33`
MED	`SEC127`	[SEC127] AI agent stub — TODO: implement / pass placeholder body: Function body left as T…	`official/nlp/modeling/layers/masked_lm.…:98`
MED	`SEC127`	[SEC127] AI agent stub — TODO: implement / pass placeholder body: Function body left as T…	`official/modeling/optimization/lars.py:150`
MED	`SEC007`	[SEC007] Unsafe Deserialization: Unsafe deserialization can execute arbitrary code.	`official/recommendation/data_preprocess…:154`
MED	`SEC007`	[SEC007] Unsafe Deserialization: Unsafe deserialization can execute arbitrary code.	`official/nlp/serving/export_savedmodel.…:123`
MED	`SEC007`	[SEC007] Unsafe Deserialization: Unsafe deserialization can execute arbitrary code.	`official/legacy/xlnet/run_squad.py:259`
MED	`MINED124`	[MINED124] requirements.txt: `cupy-cuda12x[ctk]` has no version pin: Unpinned pip require…	`official/projects/waste_identification_…:20`
MED	`MINED124`	[MINED124] requirements.txt: `cupy-cuda12x[cuda_dlls]` has no version pin: Unpinned pip r…	`official/projects/waste_identification_…:19`
MED	`MINED124`	[MINED124] requirements.txt: `mediapy` has no version pin: Unpinned pip requirement means…	`official/projects/movinet/requirements.…:1`
MED	`MINED124`	[MINED124] requirements.txt: `gin-config` has no version pin: Unpinned pip requirement me…	`official/projects/unified_detector/requ…:2`
MED	`MINED124`	[MINED124] requirements.txt: `tf-nightly` has no version pin: Unpinned pip requirement me…	`official/projects/unified_detector/requ…:1`
MED	`MINED124`	[MINED124] requirements.txt: `soundfile` has no version pin: Unpinned pip requirement mea…	`research/audioset/vggish/requirements.t…:6`
MED	`MINED124`	[MINED124] requirements.txt: `six` has no version pin: Unpinned pip requirement means eve…	`research/audioset/vggish/requirements.t…:5`
MED	`MINED124`	[MINED124] requirements.txt: `tf_slim` has no version pin: Unpinned pip requirement means…	`research/audioset/vggish/requirements.t…:4`
MED	`MINED124`	[MINED124] requirements.txt: `tensorflow` has no version pin: Unpinned pip requirement me…	`research/audioset/vggish/requirements.t…:3`
MED	`MINED124`	[MINED124] requirements.txt: `resampy` has no version pin: Unpinned pip requirement means…	`research/audioset/vggish/requirements.t…:2`
MED	`MINED124`	[MINED124] requirements.txt: `numpy` has no version pin: Unpinned pip requirement means e…	`research/audioset/vggish/requirements.t…:1`
MED	`MINED124`	[MINED124] requirements.txt: `immutabledict` has no version pin: Unpinned pip requirement…	`official/requirements.txt:29`
MED	`MINED124`	[MINED124] requirements.txt: `sacrebleu` has no version pin: Unpinned pip requirement mea…	`official/requirements.txt:27`
MED	`MINED124`	[MINED124] requirements.txt: `sentencepiece` has no version pin: Unpinned pip requirement…	`official/requirements.txt:26`
MED	`MINED124`	[MINED124] requirements.txt: `seqeval` has no version pin: Unpinned pip requirement means…	`official/requirements.txt:25`
MED	`MINED124`	[MINED124] requirements.txt: `pycocotools` has no version pin: Unpinned pip requirement m…	`official/requirements.txt:23`
MED	`MINED124`	[MINED124] requirements.txt: `Pillow` has no version pin: Unpinned pip requirement means …	`official/requirements.txt:22`
MED	`MINED124`	[MINED124] requirements.txt: `opencv-python-headless` has no version pin: Unpinned pip re…	`official/requirements.txt:21`
MED	`MINED124`	[MINED124] requirements.txt: `matplotlib` has no version pin: Unpinned pip requirement me…	`official/requirements.txt:17`
MED	`MINED124`	[MINED124] requirements.txt: `Cython` has no version pin: Unpinned pip requirement means …	`official/requirements.txt:16`
MED	`MINED124`	[MINED124] requirements.txt: `gin-config` has no version pin: Unpinned pip requirement me…	`official/requirements.txt:14`
MED	`MINED124`	[MINED124] requirements.txt: `tensorflow-datasets` has no version pin: Unpinned pip requi…	`official/requirements.txt:12`
MED	`MINED124`	[MINED124] requirements.txt: `oauth2client` has no version pin: Unpinned pip requirement …	`official/requirements.txt:5`
MED	`MINED124`	[MINED124] requirements.txt: `six` has no version pin: Unpinned pip requirement means eve…	`official/requirements.txt:1`
MED	`DKR007`	Docker build context has no .dockerignore	`.dockerignore`
MED	`DKR001`	Docker final stage has no non-root USER	`research/object_detection/dockerfiles/t…:1`
MED	`DKR001`	Docker final stage has no non-root USER	`research/object_detection/dockerfiles/a…:17`
MED	`DKR001`	Docker final stage has no non-root USER	`official/projects/waste_identification_…:1`
MED	`SEC005`	[SEC005] Command Injection Risk: Unsafe shell execution or eval of user input.	`official/projects/waste_identification_…:58`
MED	`SEC005`	[SEC005] Command Injection Risk: Unsafe shell execution or eval of user input.	`official/projects/waste_identification_…:33`
MED	`SEC005`	[SEC005] Command Injection Risk: Unsafe shell execution or eval of user input.	`official/projects/waste_identification_…:104`
LOW	`SEC132`	[SEC132] String concat where the language has interpolation (AI style drift): String buil…	`research/marco/Automated_Marco.py:70`
LOW	`SEC132`	[SEC132] String concat where the language has interpolation (AI style drift): String buil…	`research/lfads/synth_data/generate_chao…:119`
LOW	`SEC132`	[SEC132] String concat where the language has interpolation (AI style drift): String buil…	`official/projects/yt8m/dataloaders/util…:72`
LOW	`SEC124`	[SEC124] TOCTOU file access (os.access then open): Check-then-use file pattern (access/ex…	`research/rebar/download_data.py:55`
LOW	`SEC124`	[SEC124] TOCTOU file access (os.access then open): Check-then-use file pattern (access/ex…	`official/projects/waste_identification_…:101`
LOW	`COMP001`	[COMP001] High cognitive complexity: Function `decorator` has cognitive complexity 11 (So…	`official/core/registry.py:38`
LOW	`COMP001`	[COMP001] High cognitive complexity: Function `export` has cognitive complexity 10 (Sonar…	`official/core/export_base.py:99`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/networks/xlnet_ba…:375`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/networks/sparse_m…:73`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/networks/sparse_m…:63`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/networks/funnel_t…:340`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/networks/funnel_t…:164`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/networks/fnet.py:52`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/transforme…:223`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/transforme…:622`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/transforme…:424`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/transforme…:120`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/transforme…:16`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/tn_transfo…:156`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/tn_transfo…:155`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/tn_transfo…:153`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/talking_he…:54`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/rezero_tra…:290`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/rezero_tra…:245`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/rezero_tra…:243`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/reuse_tran…:213`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/reuse_tran…:211`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/reuse_atte…:232`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/reuse_atte…:51`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/reuse_atte…:49`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/relative_a…:8`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/modeling/layers/gated_feed…:68`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/finetuning/superglue/run_s…:66`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/finetuning/superglue/flags…:38`
LOW	`AIC003`	Duplicated implementation block across source files	`official/nlp/data/squad_lib_sp.py:286`
LOW	`AIC003`	Duplicated implementation block across source files	`official/modeling/optimization/lars.py:117`
LOW	`AIC003`	Duplicated implementation block across source files	`official/modeling/multitask/train_lib.py:95`
LOW	`DKR010`	Dockerfile leaves apt package indexes in the image layer	`research/object_detection/dockerfiles/t…:6`
LOW	`DKR010`	Dockerfile leaves apt package indexes in the image layer	`research/object_detection/dockerfiles/t…:18`
LOW	`DKR010`	Dockerfile leaves apt package indexes in the image layer	`research/object_detection/dockerfiles/t…:6`
LOW	`DKR010`	Dockerfile leaves apt package indexes in the image layer	`research/object_detection/dockerfiles/t…:18`
LOW	`DKR010`	Dockerfile leaves apt package indexes in the image layer	`research/object_detection/dockerfiles/t…:6`
LOW	`DKR010`	Dockerfile leaves apt package indexes in the image layer	`research/object_detection/dockerfiles/a…:27`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/t…:48`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/t…:47`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/t…:6`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/t…:39`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/t…:38`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/t…:18`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/t…:6`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/t…:39`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/t…:38`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/t…:18`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/t…:6`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/a…:71`
LOW	`DKR012`	Dockerfile keeps pip download cache	`research/object_detection/dockerfiles/a…:39`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/a…:39`
LOW	`DKR011`	Dockerfile installs recommended OS packages	`research/object_detection/dockerfiles/a…:27`
INFO	`MINED042`	[MINED042] Cpp New Without Delete: C++ raw new without RAII / unique_ptr — memory leak ri…	`research/seq_flow_lite/tflite_ops/denyl…:97`
INFO	`MINED042`	[MINED042] Cpp New Without Delete: C++ raw new without RAII / unique_ptr — memory leak ri…	`research/seq_flow_lite/tflite_ops/denyl…:99`
INFO	`MINED042`	[MINED042] Cpp New Without Delete: C++ raw new without RAII / unique_ptr — memory leak ri…	`research/seq_flow_lite/models/sgnn/sgnn…:69`
INFO	`MINED077`	[MINED077] Python Open No Context: fp = open(path) outside with-block leaks file handles.	`research/seq_flow_lite/utils/tflite_uti…:21`
INFO	`MINED077`	[MINED077] Python Open No Context: fp = open(path) outside with-block leaks file handles.	`research/marco/jpeg2json.py:34`
INFO	`MINED077`	[MINED077] Python Open No Context: fp = open(path) outside with-block leaks file handles.	`research/marco/Automated_Marco.py:46`
INFO	`MINED069`	[MINED069] Debug True Prod: Django/Flask DEBUG=True or app.debug=True in non-test files.	`research/delf/delf/python/training/glob…:147`
INFO	`MINED069`	[MINED069] Debug True Prod: Django/Flask DEBUG=True or app.debug=True in non-test files.	`research/delf/delf/python/datasets/tupl…:264`
INFO	`MINED089`	[MINED089] Js Always False If: if (false) — branch never taken. Dead code / disabled feat…	`orbit/utils/tpu_summaries.py:116`
INFO	`MINED067`	[MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang f…	`official/projects/waste_identification_…:60`
INFO	`MINED044`	[MINED044] Js Console Log Prod: console.log left in code. Should be replaced with logger …	`official/projects/waste_identification_…:20`
INFO	`MINED044`	[MINED044] Js Console Log Prod: console.log left in code. Should be replaced with logger …	`official/projects/waste_identification_…:15`
INFO	`MINED044`	[MINED044] Js Console Log Prod: console.log left in code. Should be replaced with logger …	`official/projects/waste_identification_…:30`
INFO	`MINED055`	[MINED055] Npm Install No Lockfile: Production image runs npm install (resolves new versi…	`official/projects/waste_identification_…:53`
INFO	`MINED055`	[MINED055] Npm Install No Lockfile: Production image runs npm install (resolves new versi…	`official/projects/waste_identification_…:44`
INFO	`MINED055`	[MINED055] Npm Install No Lockfile: Production image runs npm install (resolves new versi…	`official/projects/waste_identification_…:36`
INFO	`MINED049`	[MINED049] Print Pii: Logging password/token/email/ssn directly to stdout.	`official/nlp/data/wmt_dataloader.py:216`
INFO	`MINED072`	[MINED072] Python Pass Only Class: class Foo: pass — stub waiting to be filled in.	`official/projects/const_cl/configs/cons…:31`
INFO	`MINED072`	[MINED072] Python Pass Only Class: class Foo: pass — stub waiting to be filled in.	`official/projects/const_cl/configs/back…:26`
INFO	`MINED072`	[MINED072] Python Pass Only Class: class Foo: pass — stub waiting to be filled in.	`official/modeling/fast_training/progres…:34`
INFO	`MINED043`	[MINED043] Http Not Https: Hardcoded http:// (not localhost) for endpoints that handle cr…	`official/projects/waste_identification_…:25`
INFO	`MINED043`	[MINED043] Http Not Https: Hardcoded http:// (not localhost) for endpoints that handle cr…	`official/modeling/multitask/task_sample…:87`
INFO	`MINED043`	[MINED043] Http Not Https: Hardcoded http:// (not localhost) for endpoints that handle cr…	`official/legacy/image_classification/re…:23`
INFO	`MINED064`	[MINED064] Python Input Call: input() blocks for stdin. Inappropriate in services.	`official/legacy/detection/modeling/shap…:213`
INFO	`MINED064`	[MINED064] Python Input Call: input() blocks for stdin. Inappropriate in services.	`official/legacy/detection/modeling/reti…:60`
INFO	`MINED064`	[MINED064] Python Input Call: input() blocks for stdin. Inappropriate in services.	`official/legacy/bert/export_tfhub.py:57`
INFO	`MINED062`	[MINED062] Python Dataclass No Fields: @dataclass over an empty class — unfinished model.	`official/vision/data/tf_example_feature…:29`
INFO	`MINED062`	[MINED062] Python Dataclass No Fields: @dataclass over an empty class — unfinished model.	`official/core/tf_example_feature_key.py:28`
INFO	`MINED050`	[MINED050] Stub Only Function: Function declared but body is just pass, return None, rais…	`official/core/task_factory.py:32`
INFO	`MINED050`	[MINED050] Stub Only Function: Function declared but body is just pass, return None, rais…	`official/common/flags.py:93`
INFO	`MINED050`	[MINED050] Stub Only Function: Function declared but body is just pass, return None, rais…	`official/common/distribute_utils.py:254`

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

Issue body (markdown)

## Code-quality scan: `tensorflow/models`

**Score: 67/100 (B+)**  ·  274 findings  ·  scanned 2026-06-05 07:36 UTC  ·  541,958 LOC

| Severity | Count |
|---|---|
| CRITICAL | 16 |
| HIGH | 65 |
| MEDIUM | 60 |
| LOW | 58 |

📊 [Full filterable report](https://repobility.com/scan/e050a7b9-f185-48e3-8563-c0243fa62a6b/)  ·  ![scorecard](https://repobility.com/scan/e050a7b9-f185-48e3-8563-c0243fa62a6b/report.png?v=1780644967-s2)

### Top findings

1. **HIGH** `MINED108` — `self.evaluate` used but never assigned in __init__
   `orbit/controller.py:394` · ✓ Repobility
2. **HIGH** `MINED108` — `self.train` used but never assigned in __init__
   `orbit/controller.py:393` · ✓ Repobility
3. **HIGH** `MINED108` — `self._sync_on_async_checkpointing` used but never assigned in __init__
   `orbit/controller.py:397` · ✓ Repobility
4. **HIGH** `MINED108` — `self._maybe_save_checkpoint` used but never assigned in __init__
   `orbit/controller.py:396` · ✓ Repobility
5. **HIGH** `MINED108` — `self._require` used but never assigned in __init__
   `orbit/controller.py:385` · ✓ Repobility

---

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Push this scan report to `tensorflow/models`