marin-community/marin

Pattern Findings

The scanner identified 14832 distinct pattern matches across 27 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers9892 hits · 9352 pts

Severity	File	Line	Snippet	Context
LOW	infra/pre-commit.py	476	def check_trailing_whitespace(files: list[pathlib.Path], fix: bool) -> int:	CODE
LOW	infra/pre-commit.py	602	def check_markdown_precommit_invocation(files: list[pathlib.Path], fix: bool) -> int:	CODE
LOW	infra/pre-commit.py	669	def _should_skip_skill_reference(reference: str) -> bool:	CODE
LOW	infra/mkdocs_hooks.py	13	def _lower_external_inventory_failure(record: logging.LogRecord) -> bool:	CODE
LOW	infra/check_docs_source_links.py	73	def _iter_relative_check_files() -> list[Path]:	CODE
LOW	infra/lint/rules/cruft/ml-parallel-source-impl.yaml	18	def reconcile_request_from_plan(plan): ... # new-wire builder	CODE
LOW	infra/lint/rules/cruft/ml-parallel-source-impl.yaml	19	def legacy_translator_request(plan): ... # old-wire builder from same plan.request.desired	CODE
LOW⚡	infra/lint/rules/cruft/ml-slop-test.yaml	62	def test_build_launch_command():	CODE
LOW⚡	infra/lint/rules/cruft/ml-slop-test.yaml	70	def test_make_runner_returns_runner():	CODE
LOW⚡	infra/lint/rules/cruft/ml-slop-test.yaml	73	def test_profile_has_remote_mcp():	CODE
LOW	infra/lint/rules/prose/ml-vestigial-qualifier.yaml	18	def reconcile_workers_via_reconcile(...): ... # stutter; just reconcile_workers.	CODE
LOW	infra/ci/run_tests.py	114	def omit_locally_excluded_modules(invocation: PytestInvocation \| None, repo_root: Path) -> PytestInvocation \| None:	CODE
LOW	infra/ci/select_tests.py	418	def dependencies_by_test_file(scope: str, repo_root: Path, known: set[str]) -> dict[str, set[str]]:	CODE
LOW	infra/ci/select_tests.py	519	def _matching_resolution_markers(package: dict, active_extras: set[str]) -> tuple[str, ...] \| None:	CODE
LOW	infra/ci/select_tests.py	626	def levanter_tpu_dependencies_changed(base_ref: str \| None, repo_root: Path) -> bool:	CODE
LOW	infra/ci/select_tests.py	789	def torch_membership_for_test_file(path: Path) -> tuple[bool, bool]:	CODE
LOW	infra/ci/select_tests.py	981	def selected_scope_test_paths(matrix: list[MatrixLeg], scope: str) -> list[str]:	CODE
LOW	infra/ci/select_tests.py	987	def accelerator_suite_test_paths(	CODE
LOW	infra/ci/analyze_import_graph.py	51	def all_dependencies_by_test_file(repo_root: Path, known: set[str]) -> dict[str, set[str]]:	CODE
LOW	infra/ci/analyze_import_graph.py	59	def dependent_tests_by_module(test_deps: dict[str, set[str]]) -> dict[str, set[str]]:	CODE
LOW	infra/deploy/tests/test_cli.py	79	def test_service_rollout_applies_stack_from_project_directory(	CODE
LOW	infra/deploy/tests/test_cli.py	109	def test_service_rollout_loads_secret_environment(deployment_record: DeploymentRecord) -> None:	CODE
LOW	infra/deploy/tests/test_cli.py	124	def test_service_rollout_preserves_pulumi_failure_exit_code(	CODE
LOW	infra/grafana/tests/conftest.py	22	def install_finelog_dialect_macros(database) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	350	def test_the_run_variable_offers_a_run_the_trainer_reported(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	363	def test_the_trainer_panels_render_for_that_run(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	381	def test_percentile_panels_compute_over_all_executions_in_each_bucket(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	423	def test_the_node_agent_joins_through_node_name_without_a_run_id(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	434	def test_the_engine_panels_select_by_metric_name_alone(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	456	def test_a_trainer_that_stops_stamping_node_name_blanks_the_accelerator_panel(store) -> None:	CODE
LOW⚡	infra/grafana/tests/test_rl_runs_dashboard.py	474	def test_the_producer_census_separates_the_engine_series_from_the_trainer(store) -> None:	CODE
LOW⚡	infra/grafana/tests/test_rl_runs_dashboard.py	482	def test_the_census_still_answers_on_a_deployment_that_has_no_harbor_namespace(store) -> None:	CODE
LOW⚡	infra/grafana/tests/test_rl_runs_dashboard.py	489	def test_the_census_is_empty_rather_than_broken_on_a_deployment_holding_none_of_them() -> None:	CODE
LOW⚡	infra/grafana/tests/test_rl_runs_dashboard.py	493	def test_the_census_quotes_a_run_id_carrying_an_apostrophe() -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	510	def test_every_timeseries_panel_declares_the_columns_its_projection_returns(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	528	def test_every_panel_has_a_distinct_title_id_and_slot() -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	542	def test_ray_panels_exclude_cumulative_snapshots_and_never_mix_states(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	552	def test_engine_rates_keep_two_actors_that_both_report_engine_zero_apart(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	582	def test_engine_panels_read_the_embedded_stream_as_well_as_the_standalone_one(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	614	def test_every_labelled_series_panel_names_the_series_without_its_column() -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	634	def test_a_listed_run_opens_the_view_framed_on_that_run() -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	663	def test_a_listed_run_opens_the_dashboard_whose_picker_offers_it(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	714	def test_the_recent_runs_query_returns_a_row_per_run_and_cluster(store) -> None:	CODE
LOW	infra/grafana/tests/test_rl_runs_dashboard.py	725	def test_a_listed_run_opens_a_window_that_contains_its_last_sample(store) -> None:	CODE
LOW⚡	infra/grafana/tests/test_provisioning.py	420	def test_finelog_health_alert_pages_critical_after_five_minutes():	CODE
LOW⚡	infra/grafana/tests/test_provisioning.py	428	def test_finelog_relay_alert_pages_stalled_or_missing_namespaces():	CODE
LOW⚡	infra/grafana/tests/test_provisioning.py	436	def test_node_deadlock_alert_pages_critical_after_five_minutes():	CODE
LOW⚡	infra/grafana/tests/test_provisioning.py	443	def test_zephyr_stall_alert_is_a_warning_after_five_minutes():	CODE
LOW⚡	infra/grafana/tests/test_provisioning.py	450	def test_training_stall_alert_pages_each_hero_run_after_five_minutes():	CODE
LOW	infra/grafana/tests/test_provisioning.py	73	def _create_levanter_stream_view(database: duckdb.DuckDBPyConnection) -> None:	CODE
LOW	infra/grafana/tests/test_provisioning.py	126	def test_alert_rules_have_resolvable_datasources_and_refids():	CODE
LOW	infra/grafana/tests/test_provisioning.py	138	def test_alert_rules_define_nodata_and_error_behavior():	CODE
LOW	infra/grafana/tests/test_provisioning.py	218	def test_every_rule_query_url_answers_on_the_bridge():	CODE
LOW	infra/grafana/tests/test_provisioning.py	234	def test_configured_finelog_query_dependent_alerts_stay_normal_when_query_path_is_unavailable():	CODE
LOW	infra/grafana/tests/test_provisioning.py	254	def test_alert_queries_select_exactly_one_numeric_column():	CODE
LOW	infra/grafana/tests/test_provisioning.py	265	def test_policies_reference_provisioned_contact_points():	CODE
LOW	infra/grafana/tests/test_provisioning.py	275	def test_warning_alerts_remain_visible_without_notifications():	CODE
LOW	infra/grafana/tests/test_provisioning.py	294	def test_coreweave_storage_capacity_pages_critical_ops():	CODE
LOW	infra/grafana/tests/test_provisioning.py	403	def test_every_slack_alert_goes_through_the_bridge_and_none_through_grafana():	CODE
LOW	infra/grafana/tests/test_provisioning.py	467	def test_training_loss_alert_selects_the_hero_operator_behavior():	CODE
9832 more matches not shown…

Decorative Section Separators1230 hits · 4265 pts

Severity	File	Line	Snippet	Context
MEDIUM	infra/ci/select_tests.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	230	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	295	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	297	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	346	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	348	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	429	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	431	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	834	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	836	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	1134	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/ci/select_tests.py	1136	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	286	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	288	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	520	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	522	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	663	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	665	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	1021	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/codehealth/review_quality.py	1023	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/app.py	314	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/app.py	316	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/app.py	703	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/app.py	705	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/app.py	933	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/app.py	935	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/samples.py	162	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/samples.py	164	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/samples.py	212	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/samples.py	214	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/samples.py	249	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/samples.py	251	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	241	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	243	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	413	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	415	# --------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/ferries/daily.py	41	# ---------------------------	COMMENT
MEDIUM	experiments/ferries/daily.py	43	# ---------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	50	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	57	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	106	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	108	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	191	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	196	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	242	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	244	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	269	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/grug/recovery/minimal_wedge_repro.py	273	# --------------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	128	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	130	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	174	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	176	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	279	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	281	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	509	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	511	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	613	# ----------------------------------------------------------------------	COMMENT
MEDIUM	experiments/datakit/scripts/sync_datakit.py	615	# ----------------------------------------------------------------------	COMMENT
1170 more matches not shown…

Cross-Language Confusion138 hits · 766 pts

Severity	File	Line	Snippet	Context
HIGH⚡	infra/tpu-ci/vm_manager.py	145	systemctl stop unattended-upgrades.service \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	146	systemctl disable unattended-upgrades.service \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	147	systemctl mask unattended-upgrades.service \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	148	pkill -9 -f unattended-upgrade \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	149	killall -9 apt apt-get \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	270	./svc.sh stop \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	271	./svc.sh uninstall \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	276	sudo -u $RUNNER_USER ./config.sh remove --token $REGISTRATION_TOKEN \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	621	sudo journalctl -u google-startup-scripts.service -n {lines} --no-pager \|\| echo "No startup script logs found"	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	625	grep "startup-script exit status" /var/log/syslog \| tail -5 \|\| echo "No completion marker found in syslog"	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	631	cat ~/.docker/config.json \| jq -r '.auths \| keys[]' 2>/dev/null \|\| echo "Unable to parse Docker auth config"	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	664	-exec echo "{{}} ---" \\; -exec tail -n 50 {{}} \\; 2>/dev/null \|\| true	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	669	ps aux \| grep -E "(Runner.Listener\|Runner.Worker)" \| grep -v grep \|\| echo "No runner processes found"	CODE
HIGH⚡	infra/tpu-ci/vm_manager.py	673	sudo docker ps -a \|\| true	CODE
HIGH	infra/tpu-ci/vm_manager.py	165	if ! command -v docker &> /dev/null; then	CODE
HIGH	infra/tpu-ci/vm_manager.py	649	sudo systemctl status actions.runner.* --no-pager \|\| true	CODE
HIGH	infra/tpu-ci/vm_manager.py	653	sudo journalctl -u actions.runner.* -n {lines} --no-pager \|\| true	CODE
HIGH	infra/tpu-ci/vm_manager.py	775	sudo rm -f /tmp/libtpu_lockfile \|\| true	CODE
HIGH	infra/tpu-ci/vm_manager.py	776	sudo lsof -t /dev/vfio/* 2>/dev/null \| xargs -r sudo kill -9 \|\| true	CODE
HIGH	infra/ducky/__main__.py	29	DASHBOARD_BUILD = "cd lib/ducky/dashboard && { test -d node_modules \|\| npm ci; } && npm run build"	CODE
HIGH⚡	infra/marina/tests/test_filer.py	65	("rows.jsonl", b'{"nested":{"a":[1,2]}}\n{"nested":null}\n', [{"nested": {"a": [1, 2]}}, {"nested": None}]),	CODE
HIGH	infra/marina/src/marina/journeys.py	47	if (!(element.offsetWidth \|\| element.offsetHeight)) continue	CODE
HIGH	infra/marina/src/marina/journeys.py	53	seen.push(`${element.tagName.toLowerCase()}:${label}`)	CODE
HIGH	…g/task_curation/datasets/skyrl/scorers/ifeval_utils.py	303	# func actually accepts (the spec carries all possible keys, most set to null).	COMMENT
HIGH⚡	…/task_curation/datasets/tasktrove/repository_pytest.py	38	git -c safe.directory="$ws" clean -ffdx -- "$path" >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	…/task_curation/datasets/tasktrove/repository_pytest.py	40	if git -c safe.directory="$ws" cat-file -e TRUSTED_SHA:"$path" 2>/dev/null; then	CODE
HIGH⚡	…/task_curation/datasets/tasktrove/repository_pytest.py	42	elif [ -n "FALLBACK_SHA" ] && git -c safe.directory="$ws" cat-file -e FALLBACK_SHA:"$path" 2>/dev/null; then	CODE
HIGH	…aining/task_curation/datasets/tasktrove/swe_rebench.py	60	uv init --python 3.12 --no-progress >/dev/null 2>&1 \|\| true	CODE
HIGH	…ration/datasets/tasktrove/conversion/verifyit_build.py	21	"RUN command -v git >/dev/null \|\| (apt-get update && apt-get install -y --no-install-recommends git"	CODE
HIGH	…/post_training/task_curation/tests/test_swe_rebench.py	75	b"uv init --python 3.12 --no-progress >/dev/null 2>&1 \|\| true\n"	CODE
HIGH	…st_training/task_curation/tests/test_tasktrove_code.py	65	SEED_SCRIPT = b"mkdir -p /workspace && printf 'x' > /workspace/notes.txt\n"	CODE
HIGH⚡	experiments/rl_data_reviews/make_review.py	43	Positive observations MUST have kind observation and severity info or null; list actual defects with kind issue.	CODE
HIGH⚡	experiments/rl_data_reviews/make_review.py	46	"metrics": [{"key": string, "value": number\|string\|boolean\|null, "scale": null}],	CODE
HIGH⚡	experiments/rl_data_reviews/make_review.py	48	"severity": "info"\|"low"\|"medium"\|"high"\|"critical"\|null}],	CODE
HIGH	experiments/rl_data_reviews/make_review.py	59	"metrics": [{"key": string, "value": number\|string\|boolean\|null, "scale": null}],	CODE
HIGH	experiments/rl_data_reviews/make_review.py	61	"severity": "info"\|"low"\|"medium"\|"high"\|"critical"\|null}],	CODE
HIGH	experiments/june_tpu_67b_a2b/moe/sft_67b_a2b_2stage.py	44	cd ~/Documents/marin && source secrets.env # or "$DC_AGENT_SECRET_ENV"	STRING
HIGH	experiments/sft/launcher.py	535	# for a mixture, where epoch semantics are undefined) and keeps the ``auto_build_caches`` path.	COMMENT
HIGH	experiments/datakit/decontam/viewer/report.py	53	var vals=[],idxs=[];parts.forEach(function(p,i){if(isTok[i]){vals.push(p);idxs.push(i)}});	CODE
HIGH	tests/execution/test_artifact.py	243	'{"name": "datasets/x", "version": "v1", "fingerprint": "abc", "result": null}'	CODE
HIGH	tests/inference/test_openai_batch.py	78	return _Response(b'{"status":"completed","output_file_id":"output-1","error_file_id":null}')	CODE
HIGH	tests/inference/test_openai_batch.py	357	b'{"status":"in_progress","request_counts":{"total":64,"completed":64,"failed":0},"output_file_id":null}'	CODE
HIGH	scripts/iris/dev_tpu.py	507	uv sync --all-packages --extra=tpu --python=3.12 \|\| true	CODE
HIGH	scripts/ci/wait_for.py	241	_RECORD_JQ = '.[]\|{id:.id,author:(.user.login//""),body:(.body//""),url:(.html_url//""),state:(.state//null)}'	CODE
HIGH	lib/shellbox/tests/test_daytona_machine.py	196	graded = await machine.run(Command(("sh", "-c", 'test "$(cat answer)" = 12 && printf 1.0')))	CODE
HIGH⚡	lib/shellbox/tests/test_local_machine.py	347	script = "id -u; grep CapEff /proc/self/status; echo written > /tmp/user-file && echo wrote"	CODE
HIGH	lib/shellbox/tests/test_local_machine.py	257	await machine.run(Command(("sh", "-c", "mkdir -p /logs/verifier && echo 0.5 > /logs/verifier/reward.txt")))	CODE
HIGH	lib/shellbox/tests/test_local_machine.py	313	script = "touch /usr/shellbox-test 2>/dev/null \|\| echo refused; touch /etc/shellbox-test 2>/dev/null \|\| echo refused	CODE
HIGH	lib/shellbox/src/shellbox/backends/iris/machine.py	160	uid, name = (await self._checked("id -u && id -un")).split()	CODE
HIGH	lib/shellbox/src/shellbox/backends/qemu/machine.py	295	check = await self.run(Command(("/bin/sh", "-c", "test -x /bin/bash && test -x /harbor/pty-agent")))	CODE
HIGH	lib/iris/tests/cluster/backends/k8s/test_coreweave.py	653	deleting them on stop would break a plain `iris cluster stop && iris cluster start`.	STRING
HIGH	lib/iris/tests/cluster/node_agent/test_kubernetes.py	437	assert metrics["n1"] == NodeMetrics() # present but all-null, not dropped	CODE
HIGH	lib/iris/tests/e2e/gpu_gang_smoke.py	549	"patch", "pod", pod, "-n", self.namespace, "--type=merge", "-p", '{"metadata":{"finalizers":null}}'	CODE
HIGH	lib/iris/tests/e2e/test_smoke.py	814	return routeReady && loaded;	CODE
HIGH	lib/iris/src/iris/cluster/setup_scripts.py	194	'cd "$IRIS_WORKDIR" 2>/dev/null \|\| true\n'	STRING
HIGH⚡	lib/iris/src/iris/cluster/platforms/vm_lifecycle.py	137	f"sudo docker inspect --format='{{{{.State.Status}}}}' {container_name} 2>/dev/null \|\| echo 'not_found'",	CODE
HIGH	lib/iris/src/iris/cluster/platforms/k8s/controller.py	888	+ f". Run: cd infra/pulumi && pulumi stack select {config.name} && pulumi up"	CODE
HIGH⚡	…src/iris/cluster/platforms/gcp/controller_bootstrap.py	41	sudo apt-get update -qq \|\| true	CODE
HIGH⚡	…src/iris/cluster/platforms/gcp/controller_bootstrap.py	42	sudo apt-get install -y -qq sysstat \|\| true	CODE
HIGH⚡	…src/iris/cluster/platforms/gcp/controller_bootstrap.py	45	sudo sed -i 's/^ENABLED="false"/ENABLED="true"/' /etc/default/sysstat \|\| true	CODE
78 more matches not shown…

Unused Imports731 hits · 656 pts

Severity	File	Line	Context
LOW	infra/lint/catalog.py	6	CODE
LOW	infra/grafana/src/grafana_migrations/__init__.py	6	CODE
LOW	infra/grafana/src/grafana_migrations/__init__.py	6	CODE
LOW	infra/codehealth/refinement_sync.py	6	CODE
LOW	infra/codehealth/rule_probe.py	6	CODE
LOW	infra/codehealth/review_store.py	6	CODE
LOW	infra/codehealth/refinement_tools.py	6	CODE
LOW	infra/codehealth/github_review_corpus.py	6	CODE
LOW	infra/marina/apps/evaldash/metrics.py	18	CODE
LOW	infra/marina/apps/evaldash/review.py	17	CODE
LOW	infra/marina/apps/evaldash/results_db.py	15	CODE
LOW	infra/marina/apps/evaldash/cluster.py	14	CODE
LOW	infra/marina/apps/evaldash/app.py	28	CODE
LOW	infra/marina/apps/evaldash/record_reconciliation.py	6	CODE
LOW	infra/marina/apps/evaldash/samples.py	18	CODE
LOW	infra/marina/apps/evaldash/fixtures.py	19	CODE
LOW	infra/marina/apps/zephyr/backend/app.py	11	CODE
LOW	infra/marina/src/marina/discovery.py	6	CODE
LOW	infra/loom/infrastructure.py	6	CODE
LOW	infra/loom/tests/test_infrastructure.py	4	CODE
LOW	experiments/post_training/snowball_online_eagle.py	18	CODE
LOW	experiments/post_training/test_async_rl.py	4	CODE
LOW	experiments/post_training/iceball_micro.py	23	CODE
LOW	experiments/post_training/async_rl.py	26	CODE
LOW	experiments/post_training/task_curation/rl_smoke.py	10	CODE
LOW	…orers/skyrl_gym/envs/nemotron_ultra/rdkit_chemistry.py	5	CODE
LOW	…ltra/scorers/skyrl_gym/envs/nemotron_ultra/code_gen.py	5	CODE
LOW	…ltra/scorers/skyrl_gym/envs/nemotron_ultra/calendar.py	5	CODE
LOW	…on_ultra/scorers/skyrl_gym/envs/nemotron_ultra/mcqa.py	5	CODE
LOW	…tra/scorers/skyrl_gym/envs/nemotron_ultra/tool_call.py	5	CODE
LOW	…rs/skyrl_gym/envs/nemotron_ultra/structured_outputs.py	5	CODE
LOW	…skyrl_gym/envs/nemotron_ultra/instruction_following.py	5	CODE
LOW	…s/skyrl_gym/envs/nemotron_ultra/format_verification.py	5	CODE
LOW	…curation/datasets/skyrl/scorers/text_to_sql_scoring.py	30	CODE
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	33	CODE
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	34	CODE
LOW	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	5	CODE
LOW	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	18	CODE
LOW	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	19	CODE
LOW	…s/arc/scorers/skyrl_gym/envs/nemotron_ultra/sandbox.py	5	CODE
LOW	…ets/arc/scorers/skyrl_gym/envs/nemotron_ultra/nvarc.py	5	CODE
LOW	experiments/post_training/mismatch_probe/metrics.py	6	CODE
LOW	experiments/post_training/mismatch_probe/launch.py	6	CODE
LOW	experiments/post_training/mismatch_probe/report.py	6	CODE
LOW	experiments/post_training/curriculum_rl/launch.py	21	CODE
LOW	experiments/post_training/curriculum_rl/pool.py	23	CODE
LOW	experiments/post_training/task_curriculum/models.py	6	CODE
LOW	…s/post_training/task_curriculum/task_mapping/models.py	6	CODE
LOW	…ts/post_training/task_curriculum/task_mapping/cache.py	6	CODE
LOW	experiments/post_training/cat_count_canary/launcher.py	6	CODE
LOW	experiments/post_training/cat_count_canary/data.py	6	CODE
LOW	…periments/post_training/curriculum_sft/self_distill.py	17	CODE
LOW	experiments/post_training/curriculum_sft/code_tasks.py	19	CODE
LOW	experiments/post_training/curriculum_sft/generation.py	14	CODE
LOW	experiments/post_training/curriculum_sft/science.py	18	CODE
LOW	experiments/grug/__init__.py	4	CODE
LOW	experiments/grug/__init__.py	4	CODE
LOW	experiments/grug/moe_hero_ep/harrier_mix_2026_08_18.py	14	CODE
LOW	…periments/grug/moe_hero_ep/harrier_mix_2026_08_17_1.py	6	CODE
LOW	experiments/grug/recovery/run_ablations.py	21	CODE
671 more matches not shown…

Excessive Try-Catch Wrapping581 hits · 610 pts

Severity	File	Line	Snippet	Context
LOW	infra/pre-commit.py	379	except Exception:	CODE
LOW	infra/pre-commit.py	414	except Exception as e:	CODE
LOW	infra/pre-commit.py	421	except Exception as e:	CODE
LOW	infra/pre-commit.py	487	except Exception:	CODE
LOW	infra/pre-commit.py	537	except Exception:	CODE
LOW	infra/pre-commit.py	567	except Exception as e:	CODE
LOW	infra/pre-commit.py	614	except Exception:	CODE
LOW	infra/pre-commit.py	687	except Exception as e:	CODE
LOW	infra/pre-commit.py	718	except Exception as e:	CODE
LOW	infra/pre-commit.py	1045	except Exception as e:	CODE
LOW	infra/linter.py	239	except Exception:	CODE
LOW	infra/lint/rules/robustness/ml-try-except-fallback.yaml	19	except Exception:	CODE
LOW	infra/grafana/benchmarks/inference_query_cost.py	74	except Exception as error:	CODE
LOW	infra/grafana/src/cache.py	133	except Exception as error:	CODE
LOW	infra/grafana/src/grafana_migrations/engine.py	111	except Exception:	CODE
LOW	infra/tpu-ci/setup.py	369	except Exception as e:	CODE
LOW	infra/tpu-ci/setup.py	384	except Exception as e:	CODE
LOW	infra/tpu-ci/setup.py	552	except Exception as e:	CODE
LOW	infra/tpu-ci/vm_manager.py	408	except Exception as e:	CODE
LOW	infra/tpu-ci/vm_manager.py	455	except Exception as e:	CODE
LOW	infra/tpu-ci/vm_manager.py	465	except Exception as e:	CODE
LOW	infra/tpu-ci/vm_manager.py	482	except Exception as e:	CODE
LOW	infra/tpu-ci/vm_manager.py	547	except Exception as e:	CODE
LOW	infra/codehealth/refinement_sync.py	170	except Exception as error:	CODE
LOW	infra/codehealth/rule_probe.py	220	except Exception as error:	STRING
LOW	infra/marina/apps/echo/sync/main.py	249	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/review.py	246	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/cluster.py	117	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/cluster.py	152	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/app.py	643	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/app.py	657	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/app.py	723	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/app.py	790	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/app.py	877	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/record_reconciliation.py	88	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/record_reconciliation.py	97	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/record_reconciliation.py	124	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/samples.py	265	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/samples.py	369	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/samples.py	482	except Exception as exc:	CODE
LOW	infra/marina/apps/evaldash/samples.py	538	except Exception as exc:	CODE
LOW	infra/marina/apps/zephyr/backend/app.py	180	except Exception as error:	CODE
LOW	infra/marina/apps/zephyr/backend/app.py	281	except Exception as error:	CODE
LOW	infra/marina/apps/zephyr/backend/app.py	287	except Exception as error:	CODE
MEDIUM	infra/marina/apps/zephyr/backend/app.py	284	def run_namespaces() -> list[str]:	CODE
LOW	infra/marina/src/marina/applets.py	1060	except Exception as error:	CODE
LOW	infra/xprof/gateway.py	216	except Exception:	CODE
LOW	infra/xprof/gateway.py	308	except Exception as exc:	CODE
LOW	experiments/post_training/task_curation/local.py	94	except Exception as error:	CODE
LOW	experiments/post_training/task_curation/campaign.py	215	except Exception as error:	CODE
LOW	experiments/post_training/task_curation/campaign.py	221	except Exception:	CODE
LOW	…ining/task_curation/datasets/reasoning_gym/generate.py	81	except Exception as error:	CODE
LOW	…rs/skyrl_gym/envs/nemotron_ultra/structured_outputs.py	125	except Exception as error:	CODE
LOW	…rs/skyrl_gym/envs/nemotron_ultra/structured_outputs.py	138	except Exception as error:	CODE
LOW	…rs/skyrl_gym/envs/nemotron_ultra/structured_outputs.py	146	except Exception as error:	CODE
LOW	…skyrl_gym/envs/nemotron_ultra/instruction_following.py	45	except Exception as error:	CODE
LOW	…curation/datasets/skyrl/scorers/text_to_sql_scoring.py	227	except Exception:	CODE
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	247	except Exception:	STRING
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	279	except Exception:	STRING
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	321	except Exception:	CODE
521 more matches not shown…

Modern Structural Boilerplate593 hits · 603 pts

Severity	File	Line	Snippet	Context
LOW	infra/ci/run_status.py	18	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/finelog_source.py	29	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/server.py	183	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/github_app.py	24	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/github_source.py	26	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/rl_producers.py	16	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/k8s_source.py	50	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/iris_source.py	25	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/loom_alerts.py	33	logger = logging.getLogger(__name__)	CODE
LOW	infra/grafana/src/grafana_migrations/__main__.py	17	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/echo/models.py	20	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/echo/app.py	81	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/echo/migrate.py	26	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/evaldash/review.py	28	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/evaldash/results_db.py	48	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/evaldash/results_db.py	313	def set_model_archived(engine: Engine, model_name: str, archived: bool, updated_by: str \| None) -> None:	CODE
LOW	infra/marina/apps/evaldash/cluster.py	32	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/evaldash/app.py	99	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/evaldash/app.py	391	def _set_snapshot(self, records: list[EvalRunRecord]) -> None:	CODE
LOW	infra/marina/apps/evaldash/app.py	424	def set_model_archived(self, model_name: str, archived: bool, updated_by: str \| None) -> None:	CODE
LOW	infra/marina/apps/evaldash/app.py	667	def set_catalog_error(self, error: str \| None) -> None:	CODE
LOW	infra/marina/apps/evaldash/app.py	678	def set_model_archived(self, model_name: str, archived: bool, updated_by: str \| None) -> None:	CODE
LOW	infra/marina/apps/evaldash/app.py	816	def _set_cycle_error(self, error: str \| None) -> None:	CODE
LOW	infra/marina/apps/evaldash/samples.py	45	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/apps/zephyr/backend/app.py	110	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/src/marina/db.py	25	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/src/marina/db.py	134	def _set_search_path(dbapi_connection, _record) -> None:	CODE
LOW	infra/marina/src/marina/db.py	153	def _set_role_and_search_path(dbapi_connection, _record) -> None:	CODE
LOW	infra/marina/src/marina/journeys.py	29	logger = logging.getLogger(__name__)	CODE
LOW	infra/marina/src/marina/cli.py	422	def set_applet_mode(applet_id: str, mode: str, service_url: str) -> None:	CODE
LOW	infra/pulumi/src/iac/iris/deploy.py	41	logger = logging.getLogger(__name__)	CODE
LOW	infra/xprof/gateway.py	29	logger = logging.getLogger(__name__)	CODE
LOW	infra/xprof/gateway.py	75	def set_size(self, size: int) -> None:	CODE
LOW	infra/xprof/server.py	26	logger = logging.getLogger(__name__)	CODE
LOW	infra/xprof/rust_proxy.py	13	logger = logging.getLogger(__name__)	CODE
LOW	experiments/evals/federated_inference_proxy_demo.py	41	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/iceball_micro.py	73	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/task_curation/campaign.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…g/task_curation/datasets/skyrl/scorers/ifeval_utils.py	19	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_rl/launch.py	71	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_rl/pool.py	43	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_rl/report.py	61	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/cat_count_canary/data.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…periments/post_training/curriculum_sft/self_distill.py	59	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_sft/code_tasks.py	57	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_sft/finance.py	36	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_sft/generation.py	44	logger = logging.getLogger(__name__)	CODE
LOW	experiments/post_training/curriculum_sft/science.py	52	logger = logging.getLogger(__name__)	CODE
LOW	…/post_training/curriculum_sft/instruction_following.py	34	logger = logging.getLogger(__name__)	CODE
LOW	experiments/ferries/grug_multislice_smoke.py	41	logger = logging.getLogger(__name__)	CODE
LOW	experiments/ferries/datakit_reference_ferry.py	29	logger = logging.getLogger(__name__)	CODE
LOW	experiments/ferries/datakit_nemotron_ferry.py	33	logger = logging.getLogger(__name__)	CODE
LOW	experiments/grug/dispatch.py	17	logger = logging.getLogger(__name__)	CODE
LOW	experiments/grug/__init__.py	6	__all__ = ["base", "moe"]	CODE
LOW	experiments/grug/checkpointing.py	19	logger = logging.getLogger(__name__)	CODE
LOW	experiments/grug/moe_hero_ep/adamh.py	100	__all__ = ["ScaleByAdamHState", "scale_by_adamh"]	CODE
LOW	experiments/grug/moe_hero_ep/checkpoints.py	18	logger = logging.getLogger(__name__)	CODE
LOW	experiments/grug/moe_hero_ep/model.py	1572	__all__ = [	CODE
LOW	experiments/grug/moe_hero_ep/train.py	81	logger = logging.getLogger(__name__)	CODE
LOW	experiments/grug/moe_hero_ep/train.py	1364	__all__ = [	CODE
533 more matches not shown…

Empty Error Handlers117 hits · 585 pts

Severity	File	Line	Snippet	Context
HIGH	infra/pre-commit.py	537	except Exception:	CODE
HIGH	infra/grafana/src/server.py	348	except ValueError:	CODE
HIGH	infra/xprof/server.py	40	except OSError:	CODE
HIGH	…rs/skyrl_gym/envs/nemotron_ultra/structured_outputs.py	66	except (ValueError, AttributeError):	CODE
HIGH	…rs/skyrl_gym/envs/nemotron_ultra/structured_outputs.py	41	except (ValueError, AttributeError):	CODE
HIGH	…/task_curation/datasets/skyrl/scorers/livecodebench.py	247	except Exception:	CODE
HIGH	…/task_curation/datasets/skyrl/scorers/livecodebench.py	309	except SystemExit:	CODE
HIGH	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	518	except SystemExit as e:	CODE
HIGH	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	408	except Exception as e:	CODE
HIGH	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	415	except Exception as e:	CODE
HIGH	tests/test_integration_test.py	83	except subprocess.TimeoutExpired:	CODE
HIGH	tests/test_integration_test.py	87	except ProcessLookupError:	CODE
HIGH	tests/integration_test.py	229	except FileNotFoundError:	CODE
HIGH	scripts/ci/iris_monitor.py	1005	except (urllib.error.URLError, ConnectionError, TimeoutError, OSError):	CODE
HIGH	scripts/ci/iris_monitor.py	400	except json.JSONDecodeError:	CODE
HIGH	scripts/debug/decode_tokens.py	90	except Exception:	CODE
HIGH	lib/shellbox/tests/test_daytona_machine.py	67	except ProcessLookupError:	CODE
HIGH	lib/shellbox/tests/test_docker_machine.py	94	except ProcessLookupError:	CODE
HIGH	lib/shellbox/src/shellbox/backends/docker/machine.py	107	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	lib/shellbox/src/shellbox/backends/local/machine.py	204	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	lib/iris/tests/conftest.py	170	except (OSError, ValueError):	CODE
HIGH	lib/iris/tests/conftest.py	161	except ValueError:	CODE
HIGH	…cluster/backends/gcp/test_cloud_service_integration.py	69	except Exception:	CODE
HIGH	…cluster/backends/gcp/test_cloud_service_integration.py	62	except (json.JSONDecodeError, UnicodeDecodeError):	CODE
HIGH	…b/iris/tests/cluster/controller/test_demand_routing.py	1469	except Exception:	CODE
HIGH	…b/iris/tests/cluster/controller/test_demand_routing.py	1490	except Exception:	CODE
HIGH	…b/iris/tests/cluster/controller/test_demand_routing.py	1510	except Exception:	CODE
HIGH	…b/iris/tests/cluster/controller/test_demand_routing.py	1530	except Exception:	CODE
HIGH	…b/iris/tests/cluster/controller/test_demand_routing.py	1563	except Exception:	CODE
HIGH	…b/iris/tests/cluster/controller/test_demand_routing.py	1582	except Exception:	CODE
HIGH	lib/iris/scripts/benchmark_controller.py	241	except Exception:	CODE
HIGH	lib/iris/scripts/benchmark_controller.py	474	except sqlite3.OperationalError:	CODE
HIGH	lib/iris/scripts/benchmark_controller.py	480	except sqlite3.OperationalError:	CODE
HIGH	lib/iris/scripts/benchmark_controller.py	331	except Exception:	CODE
HIGH	lib/iris/src/iris/env_resources.py	107	except (FileNotFoundError, PermissionError):	CODE
HIGH	lib/iris/src/iris/env_resources.py	121	except (FileNotFoundError, PermissionError, ValueError, IndexError):	CODE
HIGH	lib/iris/src/iris/test_util.py	47	except FileNotFoundError:	CODE
HIGH	lib/iris/src/iris/managed_thread.py	268	except ValueError:	CODE
HIGH	lib/iris/src/iris/cluster/process_status.py	49	except (OSError, ValueError, IndexError):	CODE
HIGH	lib/iris/src/iris/cluster/process_status.py	66	except OSError:	CODE
HIGH	lib/iris/src/iris/cluster/platforms/types.py	89	except (FileNotFoundError, ValueError, ProcessLookupError, PermissionError):	CODE
HIGH	lib/iris/src/iris/cluster/platforms/k8s/service.py	872	except (subprocess.TimeoutExpired, OSError):	CODE
HIGH	lib/iris/src/iris/cluster/platforms/k8s/controller.py	1184	except (ValueError, AttributeError):	CODE
HIGH	lib/iris/src/iris/cluster/platforms/gcp/cloud.py	508	except google.api_core.exceptions.NotFound:	CODE
HIGH	lib/iris/src/iris/cluster/backends/k8s/tasks.py	1558	except (ValueError, AttributeError):	CODE
HIGH	lib/iris/src/iris/cluster/runtime/profile.py	392	except (ProcessLookupError, PermissionError):	CODE
HIGH	lib/iris/src/iris/cluster/runtime/docker.py	335	except ValueError:	CODE
HIGH	lib/iris/src/iris/cluster/runtime/process.py	231	except ProcessLookupError:	CODE
HIGH	lib/iris/src/iris/cluster/worker/worker.py	787	except RuntimeError:	CODE
HIGH	lib/iris/src/iris/cluster/worker/worker.py	403	except RuntimeError:	CODE
HIGH	lib/iris/src/iris/cluster/worker/task_attempt.py	485	except RuntimeError:	CODE
HIGH	lib/iris/src/iris/cluster/worker/env_probe.py	204	except FileNotFoundError:	CODE
HIGH	lib/iris/src/iris/cluster/worker/env_probe.py	619	except (OSError, ValueError):	CODE
HIGH	lib/iris/src/iris/cluster/worker/env_probe.py	627	except OSError:	CODE
HIGH	lib/iris/src/iris/cluster/worker/env_probe.py	650	except (OSError, ValueError, IndexError):	CODE
HIGH	lib/iris/src/iris/cluster/worker/env_probe.py	664	except (OSError, ValueError, IndexError):	CODE
HIGH	lib/iris/src/iris/cli/cluster.py	481	except AlreadyExists:	CODE
HIGH	lib/iris/src/iris/cli/cluster.py	1779	except Exception:	CODE
HIGH	lib/iris/src/iris/jax/multigpu_main.py	152	except subprocess.TimeoutExpired:	CODE
HIGH	lib/iris/src/iris/actor/client.py	53	except ValueError:	CODE
57 more matches not shown…

Deep Nesting586 hits · 548 pts

Severity	File	Line	Context
LOW	infra/pre-commit.py	244	CODE
LOW	infra/pre-commit.py	363	CODE
LOW	infra/pre-commit.py	390	CODE
LOW	infra/pre-commit.py	476	CODE
LOW	infra/pre-commit.py	517	CODE
LOW	infra/pre-commit.py	549	CODE
LOW	infra/pre-commit.py	602	CODE
LOW	infra/pre-commit.py	675	CODE
LOW	infra/linter.py	376	CODE
LOW	infra/check_docs_source_links.py	48	CODE
LOW	infra/ci/select_tests.py	267	CODE
LOW	infra/ci/select_tests.py	533	CODE
LOW	infra/ci/select_tests.py	688	CODE
LOW	infra/ci/select_tests.py	789	CODE
LOW	infra/ci/select_tests.py	931	CODE
LOW	infra/ci/analyze_import_graph.py	221	CODE
LOW	infra/grafana/tests/test_provisioning.py	687	CODE
LOW	infra/grafana/tests/test_provisioning.py	854	CODE
LOW	infra/grafana/tests/test_vllm_observability.py	168	CODE
LOW	infra/grafana/benchmarks/inference_query_cost.py	181	CODE
LOW	infra/grafana/src/github_source.py	118	CODE
LOW	infra/grafana/src/training_stalls.py	156	CODE
LOW	infra/grafana/src/dashboard_dataset.py	120	CODE
LOW	infra/grafana/src/nightly.py	186	CODE
LOW	infra/codehealth/complexity.py	86	CODE
LOW	infra/codehealth/github_review_corpus.py	744	CODE
LOW	infra/marina/database_grants.py	59	CODE
LOW	infra/marina/applets/filer/server/app.py	78	CODE
LOW	infra/marina/applets/filer/server/app.py	140	CODE
LOW	infra/marina/applets/filer/server/app.py	200	CODE
LOW	infra/marina/applets/filer/server/app.py	248	CODE
LOW	infra/marina/tests/test_rl_data_catalog.py	209	CODE
LOW	infra/marina/apps/echo/app.py	702	CODE
LOW	infra/marina/apps/plantt/app.py	86	CODE
LOW	infra/marina/apps/evaldash/review.py	137	CODE
LOW	infra/marina/apps/evaldash/fixtures.py	168	CODE
LOW	infra/marina/src/marina/db.py	164	CODE
LOW	infra/marina/src/marina/applets.py	277	CODE
LOW	infra/marina/src/marina/applets.py	875	CODE
LOW	infra/marina/src/marina/local_postgres.py	22	CODE
LOW	infra/marina/src/marina/cli.py	116	CODE
LOW	infra/marina/src/marina/cli.py	274	CODE
LOW	infra/pulumi/iam_principal.py	132	CODE
LOW	infra/pulumi/src/iac/github/audit.py	181	CODE
LOW	infra/pulumi/src/iac/github/resources.py	104	CODE
LOW	experiments/marin_tokenizer.py	35	CODE
LOW	experiments/post_training/async_rl.py	278	CODE
LOW	experiments/post_training/task_curation/local.py	49	CODE
LOW	experiments/post_training/task_curation/campaign.py	161	CODE
LOW	experiments/post_training/task_curation/pipeline.py	474	CODE
LOW	…ining/task_curation/datasets/nemotron_ultra/graders.py	322	CODE
LOW	…ltra/scorers/skyrl_gym/envs/nemotron_ultra/calendar.py	22	CODE
LOW	…on_ultra/scorers/skyrl_gym/envs/nemotron_ultra/mcqa.py	77	CODE
LOW	…on_ultra/scorers/skyrl_gym/envs/nemotron_ultra/mcqa.py	103	CODE
LOW	…st_training/task_curation/datasets/skyrl/preference.py	298	CODE
LOW	…curation/datasets/skyrl/scorers/text_to_sql_scoring.py	89	CODE
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	449	CODE
LOW	…/task_curation/datasets/skyrl/scorers/livecodebench.py	570	CODE
LOW	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	133	CODE
LOW	…k_curation/datasets/skyrl/scorers/apps_testing_util.py	604	CODE
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Cross-File Repetition94 hits · 470 pts

Severity	File	Line	Snippet	Context
HIGH	experiments/post_training/curriculum_sft/code_trial.py	0	build baseline and trained ifeval/ifbench evaluations around one sft run on self-distilled rows.	STRING
HIGH	…eriments/post_training/curriculum_sft/finance_trial.py	0	build baseline and trained ifeval/ifbench evaluations around one sft run on self-distilled rows.	STRING
HIGH	…training/curriculum_sft/instruction_following_trial.py	0	build baseline and trained ifeval/ifbench evaluations around one sft run on self-distilled rows.	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	newton-schulz orthogonalization for the always-stacked ep grug moe model. opinionated companion to ``levanter.optim.grug	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	newton-schulz orthogonalization for the always-stacked ep grug moe model. opinionated companion to ``levanter.optim.grug	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	newton-schulz orthogonalization for the always-stacked ep grug moe model. opinionated companion to ``levanter.optim.grug	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	batch mesh axes with size > 1, excluding the cross-rack dcn axis. orthogonalization stays within a rack: distributing th	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	batch mesh axes with size > 1, excluding the cross-rack dcn axis. orthogonalization stays within a rack: distributing th	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	batch mesh axes with size > 1, excluding the cross-rack dcn axis. orthogonalization stays within a rack: distributing th	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	muon gradient transformation for the stacked model (2d/3d/4d leaves).	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	muon gradient transformation for the stacked model (2d/3d/4d leaves).	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	muon gradient transformation for the stacked model (2d/3d/4d leaves).	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	newton-schulz on a single matrix, fully replicated across devices. replicates before iterating to avoid sharding ambigui	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	newton-schulz on a single matrix, fully replicated across devices. replicates before iterating to avoid sharding ambigui	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	newton-schulz on a single matrix, fully replicated across devices. replicates before iterating to avoid sharding ambigui	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	run newton-schulz on a matrix that is already local to one device.	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	run newton-schulz on a matrix that is already local to one device.	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	run newton-schulz on a matrix that is already local to one device.	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	run batched newton-schulz with quack symmetric products (x @ x.t).	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	run batched newton-schulz with quack symmetric products (x @ x.t).	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	run batched newton-schulz with quack symmetric products (x @ x.t).	STRING
HIGH	experiments/grug/moe_hero_ep/grugmuon_hero.py	0	distribute a matrix stack over the intra-rack batch axes, zero-padding the leading axis.	STRING
HIGH	experiments/grug/moe_hero_fsdp/grugmuon_hero.py	0	distribute a matrix stack over the intra-rack batch axes, zero-padding the leading axis.	STRING
HIGH	experiments/grug/fast_track/grugmuon_stacked.py	0	distribute a matrix stack over the intra-rack batch axes, zero-padding the leading axis.	STRING
HIGH	experiments/grug/moe_hero_ep/model.py	0	moe grug variant model. architecture: qb-routed moe with gatednorm, xsa, sigmoid combine weights. no load-balancing loss	STRING
HIGH	experiments/grug/moe_hero_fsdp/model.py	0	moe grug variant model. architecture: qb-routed moe with gatednorm, xsa, sigmoid combine weights. no load-balancing loss	STRING
HIGH	experiments/grug/moe_pipeline/model.py	0	moe grug variant model. architecture: qb-routed moe with gatednorm, xsa, sigmoid combine weights. no load-balancing loss	STRING
HIGH	experiments/grug/moe/model.py	0	moe grug variant model. architecture: qb-routed moe with gatednorm, xsa, sigmoid combine weights. no load-balancing loss	STRING
HIGH	experiments/june_tpu_67b_a2b/moe/model.py	0	moe grug variant model. architecture: qb-routed moe with gatednorm, xsa, sigmoid combine weights. no load-balancing loss	STRING
HIGH	experiments/grug/moe_hero_ep/model.py	0	learnable per-dimension gating. compensates for adamh's bounded activation norms. see https://arxiv.org/abs/2601.22966v1	STRING
HIGH	experiments/grug/moe_hero_fsdp/model.py	0	learnable per-dimension gating. compensates for adamh's bounded activation norms. see https://arxiv.org/abs/2601.22966v1	STRING
HIGH	experiments/grug/fast_track/model.py	0	learnable per-dimension gating. compensates for adamh's bounded activation norms. see https://arxiv.org/abs/2601.22966v1	STRING
HIGH	experiments/grug/moe/model.py	0	learnable per-dimension gating. compensates for adamh's bounded activation norms. see https://arxiv.org/abs/2601.22966v1	STRING
HIGH	experiments/june_tpu_67b_a2b/moe/model.py	0	learnable per-dimension gating. compensates for adamh's bounded activation norms. see https://arxiv.org/abs/2601.22966v1	STRING
HIGH	experiments/grug/moe_hero_ep/model.py	0	return a small abstract mesh and token sharding for lowering contract tests.	STRING
HIGH	experiments/grug/moe_hero_fsdp/model.py	0	return a small abstract mesh and token sharding for lowering contract tests.	STRING
HIGH	experiments/grug/fast_track/model.py	0	return a small abstract mesh and token sharding for lowering contract tests.	STRING
HIGH	experiments/grug/moe/model.py	0	return a small abstract mesh and token sharding for lowering contract tests.	STRING
HIGH	experiments/grug/base/model.py	0	return a small abstract mesh and token sharding for lowering contract tests.	STRING
HIGH	experiments/june_tpu_67b_a2b/moe/model.py	0	return a small abstract mesh and token sharding for lowering contract tests.	STRING
HIGH	experiments/grug/moe_hero_ep/model.py	0	set router biases from qb betas (computed on previous step).	STRING
HIGH	experiments/grug/moe_hero_fsdp/train.py	0	set router biases from qb betas (computed on previous step).	STRING
HIGH	experiments/grug/fast_track/train.py	0	set router biases from qb betas (computed on previous step).	STRING
HIGH	experiments/grug/moe/train.py	0	set router biases from qb betas (computed on previous step).	STRING
HIGH	experiments/june_tpu_67b_a2b/moe/train.py	0	set router biases from qb betas (computed on previous step).	STRING
HIGH	experiments/grug/moe_hero_ep/optimizer.py	0	restore named mesh sharding without touching single-device arrays.	STRING
HIGH	experiments/grug/moe_hero_fsdp/optimizer.py	0	restore named mesh sharding without touching single-device arrays.	STRING
HIGH	experiments/grug/fast_track/optimizer.py	0	restore named mesh sharding without touching single-device arrays.	STRING
HIGH	experiments/grug/moe/optimizer.py	0	restore named mesh sharding without touching single-device arrays.	STRING
HIGH	experiments/june_tpu_67b_a2b/moe/optimizer.py	0	restore named mesh sharding without touching single-device arrays.	STRING
HIGH	experiments/grug/moe_hero_ep/optimizer.py	0	muonh hyperball step: move along the orthogonalized direction, then project back to the parameter's frobenius sphere (sc	STRING
HIGH	experiments/grug/moe_hero_fsdp/optimizer.py	0	muonh hyperball step: move along the orthogonalized direction, then project back to the parameter's frobenius sphere (sc	STRING
HIGH	experiments/grug/fast_track/optimizer.py	0	muonh hyperball step: move along the orthogonalized direction, then project back to the parameter's frobenius sphere (sc	STRING
HIGH	experiments/grug/moe_hero_ep/optimizer.py	0	muonh transform for the stacked model: newton-schulz direction + frobenius hyperball step.	STRING
HIGH	experiments/grug/moe_hero_fsdp/optimizer.py	0	muonh transform for the stacked model: newton-schulz direction + frobenius hyperball step.	STRING
HIGH	experiments/grug/fast_track/optimizer.py	0	muonh transform for the stacked model: newton-schulz direction + frobenius hyperball step.	STRING
HIGH	experiments/grug/moe_hero_ep/heuristic.py	0	muonh optimizer with lr / beta2 / epsilon scaled to this token budget (1pct-noclip schedule).	STRING
HIGH	experiments/grug/moe_hero_fsdp/heuristic.py	0	muonh optimizer with lr / beta2 / epsilon scaled to this token budget (1pct-noclip schedule).	STRING
HIGH	experiments/grug/fast_track/heuristic.py	0	muonh optimizer with lr / beta2 / epsilon scaled to this token budget (1pct-noclip schedule).	STRING
HIGH	experiments/grug/moe_pipeline/model.py	0	per-block gradient checkpointing. "recompute_all" reruns the whole block in backward (lowest memory); "save_moe" keeps t	STRING
34 more matches not shown…

Over-Commented Block429 hits · 418 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	21	"marin-rigging[secrets]",	COMMENT
LOW	pyproject.toml	81	# names one, so our intentional pre-releases resolve while everything else stays	COMMENT
LOW	pyproject.toml	281	target-version = "py312"	COMMENT
LOW	pyproject.toml	301	# imports except to break a circular import or guard an optional dep)	COMMENT
LOW	pyproject.toml	541	"docker: mark tests that require a Docker daemon",	COMMENT
LOW	infra/ci/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/deploy/src/marin_deploy/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/grafana/Pulumi.marin-grafana.yaml	1	config:	COMMENT
LOW	infra/grafana/entrypoint.sh	1	#!/bin/bash	COMMENT
LOW	infra/grafana/__main__.py	41	# The cloudsql stack (infra/cloudsql) publishes the marin-metadata connection name that backs	COMMENT
LOW	infra/grafana/tests/test_sources.py	501	def test_wandb_run_activity_separates_active_time_from_downtime():	COMMENT
LOW	infra/grafana/provisioning/datasources/finelog.yaml	1	# Copyright The Marin Authors	COMMENT
LOW	infra/grafana/provisioning/datasources/k8s.yaml	1	# Copyright The Marin Authors	COMMENT
LOW	infra/grafana/provisioning/alerting/rules.yaml	1	# Copyright The Marin Authors	COMMENT
LOW	infra/grafana/provisioning/alerting/contact-points.yaml	1	# Copyright The Marin Authors	COMMENT
LOW	infra/grafana/src/k8s_source.py	101		COMMENT
LOW	infra/grafana/src/k8s_source.py	121	# otherwise falls back to the runtime signature of exit 255, reason Error, and a	COMMENT
LOW	infra/grafana/src/wandb_source.py	41	_RUN_URL = "https://wandb.ai/{entity}/{project}/runs/{run}"	COMMENT
LOW	infra/grafana/src/wandb_source.py	61	# step's `throughput/tokens_per_second`, which a checkpoint or eval step drives	COMMENT
LOW	infra/tpu-ci/vm_manager.py	1	#!/usr/bin/env python3	COMMENT
LOW	infra/tpu-ci/vm_manager.py	421	logging.info(f"[{zone}] Found {len(vms)} TPU VMs")	COMMENT
LOW	infra/marina/applets/rl_data_catalog/server/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/marina/applets/filer/server/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/marina/web/markdown.ts	1	// The subset of Markdown the apps display, turned into a tree.	COMMENT
LOW	infra/marina/tests/notes_app/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	…/marina/examples/problem-set-applet/server/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/marina/apps/plantt/tests/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/marina/apps/evaldash/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/marina/apps/tasktrove/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/marina/apps/zephyr/backend/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/iris/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/coreweave/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/gcp/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/gcp/iam_data.yaml	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/gcp/cloud_run.py	81		COMMENT
LOW	infra/pulumi/src/iac/gcp/iam_config.py	41	"serviceAccount:",	COMMENT
LOW	infra/pulumi/src/iac/github/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	infra/pulumi/src/iac/kubernetes/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	config/external/migration.toml	1	# Fork migration descriptors.	COMMENT
LOW	config/external/migration.toml	21	# fork with more than one pin has one section per pin (the vllm fork has `vllm` and `vllm-gpu`).	COMMENT
LOW	experiments/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/coral/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/evals/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/post_training/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/post_training/async_rl.py	181	max_steps: int	COMMENT
LOW	…riments/post_training/task_curation/images/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	…/datasets/nemotron_ultra/scorers/skyrl_gym/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	…sets/nemotron_ultra/scorers/skyrl_gym/envs/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	…ts/nemotron_ultra/scorers/skyrl_gym/envs/aime/utils.py	1	# Copyright 2024 Bytedance Ltd. and/or its affiliates	COMMENT
LOW	…g/task_curation/datasets/skyrl/scorers/ifeval_utils.py	1	# IFEval constraint checkers for RLVR-style instruction-following rewards.	COMMENT
LOW	…_training/task_curation/datasets/tasktrove/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	…ask_curation/datasets/tasktrove/conversion/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/post_training/mismatch_probe/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/grug/moe_hero_ep/__init__.py	1	# Copyright The Marin Authors	COMMENT
LOW	experiments/grug/moe_hero_ep/small_scale_abl_launch.py	121	# likewise routes the 4D expert-stack Newton-Schulz through QuACK's	COMMENT
LOW	experiments/grug/moe_hero_ep/model.py	61	from levanter.grug.loss import BlockSizes, fused_linear_softmax_cross_entropy_loss	COMMENT
LOW	experiments/grug/moe_hero_ep/model.py	581	q = rearrange(q_flat, "... (n d) -> ... n d", d=head_dim)	COMMENT
LOW	experiments/grug/moe_hero_ep/train.py	101	# `(fraction x 184.3 GiB - persistent state) x slop`. At 0.75 / 85 that is 87.7 GiB, below the	COMMENT
LOW	experiments/grug/moe_hero_ep/train.py	241	# carry offload raises the memory fraction and the percentage together; see	COMMENT
369 more matches not shown…

Docstring Block Structure46 hits · 230 pts

Severity	File	Line	Snippet	Context
HIGH	experiments/coral/batch_calibration.py	49	Estimate parameter and activation bytes for a dense transformer. Args: parameter_count: Number of trainable	STRING
HIGH	experiments/coral/batch_calibration.py	93	Return total HBM bytes for a global batch. Args: parameter_bytes: Model parameter memory. optimizer	STRING
HIGH	experiments/coral/batch_calibration.py	123	Select Levanter parallelism settings that fit a global batch on TPUs. Args: tpu: TPU topology name accepted	STRING
HIGH	experiments/datakit/testbed/sampler.py	170	Sample ``source``'s normalized shards to a target row count. Probes a single shard for rows-per-file, then computes	STRING
HIGH	.agents/projects/iris_pypi_mirror/spec.md	52	Build uv env vars that point dependency resolution at AR remote PyPI repos. Caller responsibilities (not enforced h	STRING
HIGH	.agents/projects/executor_in_training_job/spec.md	48	Run any ExecutorSteps embedded in `config`, then return a copy of `config` with all InputName / OutputName / Version	STRING
HIGH	lib/iris/src/iris/cluster/types.py	587	Create a DeviceConfig for a GPU device. Args: variant: GPU variant string (e.g., "H100", "A100"). c	STRING
HIGH	lib/iris/src/iris/cluster/types.py	610	Parse human-readable memory string to bytes. Supports various formats: - "8G", "8GB", "8 GB", "8 gigabytes"	STRING
HIGH	lib/iris/src/iris/cluster/types.py	839	Derive namespace from hierarchical job ID. The namespace is the first component of the job ID hierarchy.	STRING
HIGH	…ris/src/iris/cluster/platforms/gcp/worker_bootstrap.py	129	Render a template string with {{ variable }} placeholders. Uses ``{{ variable }}`` syntax (double braces with exact	STRING
HIGH	lib/iris/src/iris/cluster/runtime/types.py	202	Run setup_commands (uv sync, pip install, etc). Blocks until setup completes. If there are no setup_commands,	STRING
HIGH	lib/iris/src/iris/cluster/runtime/types.py	257	Profile the running process using py-spy (CPU), memray (memory), or thread dump. Args: duration_sec	STRING
HIGH	lib/iris/src/iris/cluster/runtime/docker.py	462	Run setup_commands (uv sync, pip install, etc) in a temporary container. Creates a temporary container that run	STRING
HIGH	…iris/src/iris/cluster/controller/autoscaler/factory.py	45	Create autoscaler from WorkerInfraProvider and explicit config. Args: platform: WorkerInfraProvider instanc	STRING
HIGH	lib/iris/src/iris/cluster/worker/task_attempt.py	496	Profile the running container process. Args: duration_seconds: How long to sample profi	STRING
HIGH	lib/iris/src/iris/cluster/client/remote_client.py	264	Wait for job to complete with exponential backoff polling. If the controller becomes unavailable, retries with	STRING
HIGH	lib/iris/src/iris/jax/init.py	115	Poll the endpoint registry until the coordinator address appears. Args: resolver: Namespaced resolver for t	STRING
HIGH	lib/iris/src/iris/rpc/errors.py	166	Execute an RPC call with exponential backoff retry. Retries stop when either ``max_attempts`` is exhausted or	STRING
HIGH	lib/iris/src/iris/rpc/errors.py	220	Poll an RPC endpoint, tolerating transient unavailability. Calls ``poll_fn`` in a loop. On retryable errors the fu	STRING
HIGH	lib/iris/src/iris/client/worker_pool.py	117	Execute a pickled callable and return the result. Args: serialized_callable: cloudpickle-serialized	STRING
HIGH	lib/iris/src/iris/client/worker_pool.py	323	Block until result is available. Args: timeout: Maximum time to wait in seconds Returns:	STRING
HIGH	lib/iris/src/iris/client/client.py	554	Wait for job to complete. Args: timeout: Maximum wait time in seconds poll_interval: Up	STRING
HIGH	lib/iris/src/iris/client/client.py	937	Submit a job with automatic job_id hierarchy. Args: entrypoint: Job entrypoint (callable + args/kwa	STRING
HIGH	lib/iris/src/iris/client/client.py	1423	Get an allocated port by name. Args: name: Port name (e.g., "actor") Returns:	STRING
HIGH	lib/levanter/src/levanter/eval_harness.py	118	Call a function with retry logic and exponential backoff. Handles HuggingFace rate limit errors (HTTP 429) by	STRING
HIGH	lib/levanter/src/levanter/compat/hf_checkpoints.py	131	Build a validated generation_config dict from explicit EOS token IDs. The returned dict is suitable for writing as	STRING
HIGH	lib/levanter/src/levanter/recovery/faults.py	79	Parse a fault assignment from the environment. Args: env: Mapping to read from; defaults to ``os.en	STRING
HIGH	lib/levanter/src/levanter/tracker/tracker_fns.py	244	Get or set the global tracker. Note that setting the global tracker is not thread-safe, and using a tracker fro	STRING
HIGH	lib/levanter/src/levanter/tracker/tracker_fns.py	288	Lookup a tracker in the current global tracker with the provided name. Args: name: Name of the tracker	STRING
HIGH	lib/levanter/src/levanter/models/llama.py	135	Convert to HuggingFace's LlamaConfig Args: vocab_size (int, optional): Vocabulary size of the token	STRING
HIGH	lib/marin/tools/get_hf_dataset_schema.py	126	Get the schema of a Hugging Face dataset. Args: dataset_name: Name of the dataset (e.g., 'wikitext', '	STRING
HIGH	…/processing/classification/deduplication/fuzzy_dups.py	242	Mark fuzzy-duplicate cluster membership across one or more ``MinHashAttrData`` inputs. All inputs must share identi	STRING
HIGH	lib/marin/src/marin/scaling_laws/tpu_utils.py	46	Select the smallest TPU slice that fits the estimated memory. Args: estimated_memory_bytes: Estimated memor	STRING
HIGH	…rin/src/marin/transform/huggingface/dataset_to_eval.py	348	Transform a single HuggingFace dataset example to QA format. Args: example: Raw example from HuggingFa	STRING
HIGH	…rin/src/marin/transform/huggingface/dataset_to_eval.py	480	Converts HuggingFace datasets to JSONL files for evaluation or decontamination. This function processes datase	STRING
HIGH	lib/haliax/src/haliax/debug.py	58	Checks for common issues in a module, such as reused arrays and static arrays. Equinox modules (and therefore H	STRING
HIGH	lib/haliax/src/haliax/_src/einsum.py	32	Compute the tensor contraction of the input arrays according to Haliax's named variant of the Einstein summation con	STRING
HIGH	lib/haliax/src/haliax/nn/conv.py	168	Args: inputs (NamedArray): Input array key (PRNGKeyArray: Not used, compat with other m	STRING
HIGH	lib/haliax/src/haliax/nn/conv.py	324	Args: inputs (NamedArray): Input array key (PRNGKeyArray: Not used, compat with other m	STRING
HIGH	lib/haliax/src/haliax/nn/pool.py	35	General function for pooling. Broadly based on the Flax implementation. Pooling functions are implemented usin	STRING
HIGH	lib/rigging/src/rigging/config_discovery.py	112	Resolve a cluster name (or path) to an existing YAML config file. If ``name`` is already an existing file path, it	STRING
HIGH	lib/zephyr/src/zephyr/readers.py	455	Load records from file as JSONL, Parquet, or Vortex. The spec's ``format`` selects the reader; ``auto`` (the defaul	STRING
HIGH	lib/zephyr/src/zephyr/readers.py	514	Load a Parquet file and yield ``pa.RecordBatch`` objects. Only Parquet files are supported. Raises ``RuntimeError``	STRING
HIGH	lib/zephyr/src/zephyr/dataset.py	93	Format output path with shard information. Args: pattern: Path pattern with {shard}, {total}, {basename} pl	STRING
HIGH	lib/zephyr/src/zephyr/dataset.py	414	Create dataset from file glob pattern. This method finds all files matching the glob pattern and returns a	STRING
HIGH	lib/zephyr/src/zephyr/dataset.py	1030	Streaming merge join for already-sorted, co-partitioned datasets. Preconditions: - Both datasets have t	STRING

Modern AI Meta-Vocabulary47 hits · 137 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	63	# Lint review — agentic pass over the branch diff against the infra/lint/ catalog	COMMENT
MEDIUM	infra/README.md	65	# Your processing logic here - no manual worker orchestration needed	COMMENT
MEDIUM	infra/lint/rules/cruft/ml-duplicate-logic-block.yaml	36	def _run_ping_loop(self): ... # same scaffold, only the wrapped call differs	CODE
MEDIUM	infra/ci/select_tests.py	76	# orchestration itself. Locally, their import-dependent tests are sufficient;	COMMENT
MEDIUM	infra/codehealth/review_quality.py	140	# Pluggable so the backend can change without touching batching orchestration.	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	71	# A representative vLLM serving profile shared by the lm-eval runs; agentic and legacy runs override it	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	618	# An agentic run that lost one of its ten trials to a timeout: the aggregate is over the	COMMENT
MEDIUM	infra/marina/apps/evaldash/fixtures.py	624	runtime_minutes=42.0, # agentic sandbox rollouts run far longer than the lm-eval tasks	CODE
MEDIUM	infra/marina/apps/evaldash/web/src/types/api.ts	415	// samples, and `trajectory_uri` for `agentic` samples. The one unbounded payload, the agentic	COMMENT
MEDIUM	infra/marina/apps/evaldash/web/src/types/api.ts	449	// Agent Trajectory Interchange Format (ATIF): one agentic run's steps. A step is either a user	COMMENT
MEDIUM	experiments/post_training/snowball_online_eagle.py	51	"s3://marin-us-east-02a/marin/exports/grug/june-67b-a2b-sft-s3-agentic/step-1903/hf-bf16-vllm/"	CODE
MEDIUM	experiments/evaluation/models.py	131	# tokens, so skip_special_tokens=false keeps the chain-of-thought from being stripped before scoring	COMMENT
MEDIUM	experiments/evaluation/evals.py	324	# --- Harbor (agentic registry benchmarks) ---	COMMENT
MEDIUM	experiments/evaluation/README.md	262	# A capped agentic validation run (2 tasks).	COMMENT
MEDIUM	experiments/evaluation/configs/harbor/aime-smoke.yaml	18	# This is an integration smoke, not the production agentic AIME benchmark. One bounded model	COMMENT
MEDIUM	experiments/evaluation/configs/evalchemy/aime24.yaml	7	# No max_tokens: Evalchemy sizes AIME24 responses from the served context window minus the	COMMENT
MEDIUM	experiments/evaluation/serve/models/README.md	60	agent: # AgentConfig -> the Harbor/agentic agent	CODE
MEDIUM	…e/models/marin-community/grug-agentic-s3-step1903.yaml	2	location: s3://marin-us-east-02a/marin/exports/grug/june-67b-a2b-sft-s3-agentic/step-1903/hf-bf16-vllm/	CODE
MEDIUM⚡	tests/evals/test_evalchemy_config.py	365	# lm-eval assumes a 2048-token window unless told otherwise, silently left-truncating few-shot	COMMENT
MEDIUM	tests/snapshots/web/expected/resiliparse/dbrx.md	76	## Quality on Long-Context Tasks and RAG	COMMENT
MEDIUM⚡	tests/snapshots/web/inputs/dbrx.html	163	</script><script type="text/javascript" defer="">(function(){function b(){!1===c&&(c=!0,Munchkin.init("094-YMS-629"))}va	CODE
MEDIUM⚡	tests/snapshots/web/inputs/dbrx.html	164	</style><p><span class="b2">Today, we are excited to introduce DBRX, an open, general-purpose LLM created by Databricks.	CODE
MEDIUM⚡	tests/snapshots/web/inputs/dbrx.html	164	</style><p><span class="b2">Today, we are excited to introduce DBRX, an open, general-purpose LLM created by Databricks.	CODE
MEDIUM	tests/evaluation/test_eval_archive.py	1125	# A legacy Harbor run: one agentic sample referencing a trajectory by an in-place path.	COMMENT
MEDIUM	tests/evaluation/test_eval_archive.py	1149	# The migrated agentic sample points at a finestore:// trajectory the archive resolves.	COMMENT
MEDIUM	.agents/projects/20260130_fray_lite_research.md	78	#### Job orchestration (`rl_job.py`)	COMMENT
MEDIUM	.agents/projects/eval-rollup-design.md	175	kind: SampleKind # multiple_choice \| generation \| agentic	CODE
MEDIUM	.agents/projects/eval-rollup-design.md	184	# agentic	COMMENT
MEDIUM	.agents/projects/20260130_fray_lite_design.md	590	### Job orchestration (`rl_job.py`)	COMMENT
MEDIUM	.agents/projects/20260130_fray_lite_design.md	870	│ ├── tpu.py # TPU orchestration (copied from v1 ray.tpu.execution)	CODE
MEDIUM	…gents/projects/20260430-zephyr-performance/research.md	208	#### RAG with Codebase Context	COMMENT
MEDIUM	docs/debug-log-agentic-daytona.md	1	# Debugging log for agentic Daytona validation	COMMENT
MEDIUM	docs/debug-log-agentic-daytona.md	27	- Register the [#7246](https://github.com/marin-community/marin/pull/7246) agentic presets as	CODE
MEDIUM	docs/debug-log-agentic-daytona.md	27	- Register the [#7246](https://github.com/marin-community/marin/pull/7246) agentic presets as	CODE
MEDIUM	docs/reports/marin-8b-retro.md	632	For code generation, we use [HumanEval](https://github.com/openai/human-eval) - which continues to be the standard bench	CODE
MEDIUM	scripts/ci/wait_for.py	375	# the structure: strip the scaffolding and a placeholder has no prose left.	COMMENT
MEDIUM	scripts/ci/wait_for.py	392	# multi-agent correctness review…"), while the shortest real review leaves 121. Nothing lands	COMMENT
MEDIUM	scripts/ci/wait_for.py	449	# Drop the verdict itself ("no issues") and the checklist scaffolding ("- [x] Validate	COMMENT
MEDIUM	.github/workflows/marin-release-libs-wheels.yaml	29	# package-owned source_patterns; orchestration-only changes do not publish.	COMMENT
MEDIUM	.github/workflows/agentic-lint.yaml	3	# Best-effort Loom lint review. The `agentic-lint` label records that a PR has	COMMENT
MEDIUM	lib/iris/src/iris/cluster/controller/auth.py	135	# agentic datagen/eval job can hold one capability URL for its whole run instead	COMMENT
MEDIUM	lib/levanter/.agents/projects/inference.md	63	### 2. HTTP server scaffold	COMMENT
MEDIUM	lib/marin/src/marin/evaluation/evalchemy/runner.py	113	# served context window minus its stored longest prompt (evalchemy#132).	COMMENT
MEDIUM⚡	lib/marin/src/marin/evaluation/evalchemy/client.py	32	# prompt reserve, so the model config's context window sets its budget the way Evalchemy's own	COMMENT
MEDIUM⚡	lib/marin/src/marin/evaluation/evalchemy/client.py	40	# vLLM returns HTTP 400 when prompt_tokens + max_tokens exceeds the served context window. Reserve	COMMENT
MEDIUM⚡	lib/marin/src/marin/evaluation/evalchemy/client.py	45	# tokens against its context window (a loglikelihood request adds one output token to a	COMMENT
MEDIUM	lib/marin/src/marin/evaluation/evalchemy/runtime.py	23	# Keep CPU-only PyTorch as a compatibility floor for benchmark orchestration and grading code.	COMMENT

Self-Referential Comments44 hits · 132 pts

Severity	File	Line	Snippet	Context
MEDIUM	experiments/marin_tokenizer.py	53	# Create a temporary directory that may be RAM-based	COMMENT
MEDIUM	experiments/grug/moe_hero_ep/trigger_hero.sh	48	# Create the tracker lineage once, outside the coordinator and training retry loops.	COMMENT
MEDIUM	tests/test_evaluator_utils.py	12	# Create a temporary directory	COMMENT
MEDIUM⚡	…cluster/backends/gcp/test_cloud_service_integration.py	514	# Create a VM first	COMMENT
MEDIUM	lib/iris/tests/cluster/backends/gcp/test_platform.py	1155	# Create a VM but set it to non-READY state	COMMENT
MEDIUM	lib/iris/tests/cluster/controller/test_autoscaler.py	541	# Create a slice with 4 VMs	COMMENT
MEDIUM	lib/iris/tests/cluster/worker/test_worker.py	444	# Create a handle that stays running until killed	COMMENT
MEDIUM	lib/iris/tests/cluster/worker/test_worker.py	468	# Create a handle that stays running until killed	COMMENT
MEDIUM	lib/iris/tests/cluster/worker/test_worker.py	502	# Create a handle that stays running until killed	COMMENT
MEDIUM	lib/iris/src/iris/cluster/worker/worker.py	377	# Create a handle wrapping the existing container	COMMENT
MEDIUM	lib/iris/src/iris/cluster/worker/worker.py	749	# Create a minimal TaskAttemptConfig. Expensive setup (port allocation,	COMMENT
MEDIUM	lib/fray/src/fray/local_backend.py	215	# Create a synthetic job handle that is immediately succeeded	COMMENT
MEDIUM	lib/fray/src/fray/iris_backend.py	793	# Create a single job with N replicas	COMMENT
MEDIUM	lib/levanter/infra/cluster/job-cluster.yaml	38	# Create a Persistent Disk w/ 100 GBs	COMMENT
MEDIUM	lib/levanter/tests/test_hyena.py	18	# Create a test config that matches the PyTorch example	COMMENT
MEDIUM	lib/levanter/tests/test_hyena.py	33	# Create a random input tensor with shape matching the PyTorch example	COMMENT
MEDIUM	lib/levanter/tests/test_hyena.py	38	# Define a function to compute the sum of a specific position's output	COMMENT
MEDIUM	lib/levanter/tests/test_background_iterable.py	29	# Create a BackgroundIterable instance with an empty producer function	COMMENT
MEDIUM⚡	lib/levanter/tests/test_background_iterable.py	51	# Create a producer function that raises an exception	COMMENT
MEDIUM⚡	lib/levanter/tests/test_background_iterable.py	55	# Create a BackgroundIterable instance with the producer function that raises an exception	COMMENT
MEDIUM⚡	lib/levanter/tests/test_sharded_dataset.py	58	# Create a simple dataset	COMMENT
MEDIUM	lib/levanter/tests/test_skip_step.py	362	# Create a SkipStepState instance	COMMENT
MEDIUM	lib/levanter/tests/test_sft.py	36	# Create a simple model with random embeddings	COMMENT
MEDIUM	lib/levanter/tests/test_sft.py	42	# Create a mock model with LlamaEmbedding	COMMENT
MEDIUM	lib/levanter/tests/test_packing.py	51	# Create a packed example	COMMENT
MEDIUM	lib/levanter/tests/test_packing.py	76	# Create a single JaggedArrayStore with four documents.	COMMENT
MEDIUM	lib/levanter/tests/test_packing.py	385	# Create a single-leaf dataset of 4 documents (as in test 1) with offsets [0,100,300,450,600].	COMMENT
MEDIUM	lib/levanter/tests/test_packing.py	506	# Create a dataset with a single document that's too long	COMMENT
MEDIUM⚡	lib/levanter/tests/test_jax_utils.py	226	# Create a module and a target tree	COMMENT
MEDIUM	lib/levanter/scripts/gcs_bulk_delete.py	29	# Define the transfer job	COMMENT
MEDIUM	lib/levanter/scripts/gcs_bulk_delete.py	41	# Create the transfer job	COMMENT
MEDIUM	lib/levanter/src/levanter/compat/hf_checkpoints.py	1658	# Create a temporary directory that persists through the context manager	COMMENT
MEDIUM	lib/levanter/src/levanter/optim/skipstep.py	18	# Define the state structure for the optimizer	COMMENT
MEDIUM	lib/levanter/src/levanter/utils/thread_utils.py	10	# Create a ThreadPoolExecutor	COMMENT
MEDIUM	lib/levanter/src/levanter/models/hyena.py	468	# Create a new axis with the same dimensions to avoid naming collision	COMMENT
MEDIUM	lib/levanter/src/levanter/data/packing.py	195	# Create the LmExample	COMMENT
MEDIUM	lib/levanter/src/levanter/data/audio.py	149	"""This class represents a dataset source with URLs or hf name/id."""	STRING
MEDIUM	lib/levanter/src/levanter/data/audio.py	426	"""This class represents a mixture of datasets with their associated weights."""	STRING
MEDIUM	lib/levanter/src/levanter/data/text/datasets.py	246	"""This class represents a dataset source with URLs or hf name/id."""	STRING
MEDIUM	…n/src/marin/transform/wikipedia/transform_wikipedia.py	147	# Create a new <p> tag and insert the br tags plus the display math	COMMENT
MEDIUM	…marin/transform/conversation/transform_conversation.py	140	# Create a unique ID for the row based on the text	COMMENT
MEDIUM	lib/haliax/src/haliax/__init__.py	208	# Create a NamedArray along a single axis	STRING
MEDIUM	lib/haliax/src/haliax/nn/scan.py	669	# Create a function that captures the additional arguments	COMMENT
MEDIUM	lib/dupekit/tests/test_bloom.py	116	# Create a large bloom filter to ensure chunking happens	COMMENT

AI Structural Patterns136 hits · 122 pts

Severity	File	Line	Context
LOW	infra/grafana/tests/conftest.py	85	CODE
LOW	infra/grafana/tests/test_k8s_source.py	729	CODE
LOW	infra/grafana/tests/test_async_rl_dashboard.py	136	CODE
LOW	infra/marina/apps/evaldash/metrics.py	573	CODE
LOW	infra/marina/apps/evaldash/app.py	1300	CODE
LOW	infra/marina/apps/evaldash/tests/test_metrics.py	36	CODE
LOW	infra/marina/apps/tasktrove/app.py	316	CODE
LOW	…ts/nemotron_ultra/scorers/skyrl_gym/envs/aime/utils.py	351	CODE
LOW	experiments/post_training/mismatch_probe/test_report.py	32	CODE
LOW	experiments/post_training/cat_count_canary/launcher.py	203	CODE
LOW	experiments/post_training/cat_count_canary/launcher.py	369	CODE
LOW	experiments/ferries/canary_ferry.py	210	CODE
LOW	experiments/grug/moe_hero_ep/memory_soak.py	121	CODE
LOW	experiments/grug/moe_hero_ep/small_scale_abl_launch.py	283	CODE
LOW	experiments/grug/moe_hero_ep/launch_diagnostics.py	91	CODE
LOW	experiments/grug/moe_hero_fsdp/launch.py	265	CODE
LOW	experiments/grug/fast_track/launch.py	254	CODE
LOW	experiments/datasets/instruction.py	135	CODE
LOW	experiments/datakit/embeddings/luxical/pipeline.py	306	CODE
LOW	experiments/datakit/testbed/train.py	125	CODE
LOW	experiments/datakit/store/datakit_store.py	573	CODE
LOW	tests/evaluation/test_eval_stats.py	53	CODE
LOW	tests/evaluation/test_eval_stats.py	495	CODE
LOW	scripts/training/time_to_train/parse_wandb_runs.py	111	CODE
LOW	lib/shellbox/src/shellbox/backends/qemu/environment.py	37	CODE
LOW	lib/iris/tests/cluster/runtime/test_env_parity.py	26	CODE
LOW	lib/iris/tests/cluster/worker/test_worker.py	1297	CODE
LOW	lib/iris/scripts/install_kueue.py	222	CODE
LOW	lib/iris/scripts/benchmark_controller.py	1646	CODE
LOW	lib/iris/src/iris/cluster/platforms/gcp/fake.py	68	CODE
LOW	lib/iris/src/iris/cluster/controller/dashboard.py	193	CODE
LOW	lib/iris/src/iris/cluster/worker/worker.py	142	CODE
LOW	lib/iris/src/iris/cluster/client/protocol.py	22	CODE
LOW	lib/iris/src/iris/cluster/client/remote_client.py	150	CODE
LOW	lib/iris/src/iris/cli/job.py	564	CODE
LOW	lib/iris/src/iris/cli/job.py	722	CODE
LOW	lib/iris/src/iris/testing/controller.py	677	CODE
LOW	lib/iris/src/iris/testing/controller.py	877	CODE
LOW	lib/iris/src/iris/testing/e2e.py	102	CODE
LOW	lib/iris/src/iris/testing/journeys/world.py	174	CODE
LOW	lib/iris/src/iris/client/client.py	913	CODE
LOW	lib/finelog/src/finelog/client/log_client.py	255	CODE
LOW	lib/levanter/tests/test_new_loader.py	93	CODE
LOW	lib/levanter/tests/test_new_loader.py	139	CODE
LOW	lib/levanter/tests/test_attention.py	699	CODE
LOW	lib/levanter/src/levanter/config.py	144	CODE
LOW	lib/levanter/src/levanter/eval_harness.py	1708	CODE
LOW	lib/levanter/src/levanter/eval_harness.py	378	CODE
LOW	lib/levanter/src/levanter/eval_harness.py	389	CODE
LOW	lib/levanter/src/levanter/eval_harness.py	393	CODE
LOW	lib/levanter/src/levanter/checkpoint.py	990	CODE
LOW	lib/levanter/src/levanter/eval.py	281	CODE
LOW	…evanter/kernels/pallas/fused_cross_entropy_loss/api.py	720	CODE
LOW	…evanter/kernels/pallas/fused_cross_entropy_loss/api.py	739	CODE
LOW	…evanter/kernels/pallas/fused_cross_entropy_loss/api.py	757	CODE
LOW	…evanter/kernels/pallas/fused_cross_entropy_loss/xla.py	681	CODE
LOW	lib/levanter/src/levanter/kernels/pallas/mamba3/api.py	524	CODE
LOW	lib/levanter/src/levanter/kernels/pallas/mamba3/api.py	652	CODE
LOW	lib/levanter/src/levanter/kernels/pallas/mamba3/api.py	693	CODE
LOW	lib/levanter/src/levanter/kernels/pallas/mamba3/api.py	860	CODE
76 more matches not shown…

AI Slop Vocabulary41 hits · 117 pts

Severity	File	Line	Snippet	Context
MEDIUM	infra/linter.py	245	# review harness supplies the real identity through the environment. A	COMMENT
MEDIUM	infra/linter.py	754	# Drop lanes whose diff-size floor the change doesn't clear (only the holistic meta lane	COMMENT
MEDIUM	infra/tpu-ci/vm_manager.py	710	# For static mode, get comprehensive diagnostics	COMMENT
MEDIUM	infra/marina/apps/evaldash/web/package-lock.json	2178	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	infra/marina/apps/evaldash/tests/test_metrics.py	410	# Two benchmarks under the same names are not the same benchmarks if different harness versions	COMMENT
MEDIUM	experiments/evals/task_configs.py	10	# TODO: add more once supported in lm-eval-harness and/or tested on our end	COMMENT
MEDIUM	…ts/nemotron_ultra/scorers/skyrl_gym/envs/aime/utils.py	14	# Adapted from https://github.com/EleutherAI/lm-evaluation-harness/blob/main/lm_eval/tasks/hendrycks_math/utils.py	COMMENT
MEDIUM	experiments/post_training/curriculum_sft/code_tasks.py	67	# Printed before the harness's JSON result so output written by the executed code cannot be mistaken for it.	COMMENT
MEDIUM	experiments/references/reference_training_pipeline.py	79	# A nano model: this harness measures path-liveness and delta-vs-baseline, not absolute	COMMENT
MEDIUM	experiments/evaluation/evals.py	347	# The comprehensive per-model benchmark set: every model x task pair runs (and is recorded) as its	COMMENT
MEDIUM	experiments/evaluation/evals.py	363	# The baseline lm-eval-harness NLP suite: 14 deterministic loglikelihood/greedy tasks, runnable on	COMMENT
MEDIUM	experiments/datakit/decontam/viewer/report.py	48	// Works at the token level so highlighting is robust to newlines/indentation:	COMMENT
MEDIUM	tests/snapshots/stackexchange/inputs/chemistry_3.json	3	"text": "# Flammability (NFPA) - how is it defined?\n\nI was reading up on a wonderful little chemical compound know	CODE
MEDIUM⚡	tests/snapshots/web/inputs/dbrx.html	164	</style><p><span class="b2">Today, we are excited to introduce DBRX, an open, general-purpose LLM created by Databricks.	CODE
MEDIUM⚡	tests/snapshots/web/inputs/dbrx.html	164	</style><p><span class="b2">Today, we are excited to introduce DBRX, an open, general-purpose LLM created by Databricks.	CODE
MEDIUM	tests/snapshots/dclm_hq/inputs/hq_1.html	231	<li id="cite_note-7"><span class="mw-cite-backlink"><b><a href="#cite_ref-7">^</a></b></span> <span class="reference-tex	CODE
MEDIUM	tests/snapshots/dclm_hq/inputs/hq_1.html	682	<li id="cite_note-7"><span class="mw-cite-backlink"><b><a href="#cite_ref-7">^</a></b></span> <span class="reference-tex	CODE
MEDIUM	tests/datakit/decontam/test_prepare_eval_corpus.py	32	# A rendered prompt embeds the passage (as lm-eval-harness doc_to_text does).	COMMENT
MEDIUM⚡	lib/iris/scripts/install_kueue.py	220	# Install core (importable; the click command and the smoke harness both call it).	COMMENT
MEDIUM⚡	lib/iris/scripts/benchmark_controller.py	152	# RPC harness: real Controller(dry_run=True) + Connect sync client	COMMENT
MEDIUM⚡	lib/iris/scripts/benchmark_controller.py	388	# Bench harness	COMMENT
MEDIUM	lib/iris/scripts/benchmark_controller.py	279	# exercise the endpoint registry set this to ``harness.make_endpoint_client``.	COMMENT
MEDIUM⚡	lib/iris/src/iris/testing/cluster.py	57	# ServiceTestHarness — parameterized GCP / K8s controller service harness	COMMENT
MEDIUM	lib/iris/src/iris/testing/cluster.py	148	# Share the harness tracker so the service registers into and reads liveness	COMMENT
MEDIUM	lib/iris/src/iris/testing/cluster.py	149	# through the same object this harness's ControllerTestState exposes.	COMMENT
MEDIUM	lib/finelog/rust/Cargo.toml	157	# Compiles the deterministic fault-injection harness (`test_support`) and the	COMMENT
MEDIUM	lib/verifyit/src/verifyit/preparation/text.py	96	# Separate fixed-width arrays preserve harness Unicode lowering for each batch.	COMMENT
MEDIUM	lib/levanter/tests/test_eval_harness.py	23	# Create chat-like requests with contexts formatted via the chat template, matching harness usage	COMMENT
MEDIUM	lib/levanter/src/levanter/eval_harness.py	1536	# remove the ",none" suffix, which eval-harness adds by default for some reason	COMMENT
LOW	lib/levanter/src/levanter/trainer.py	204	# we can't just use `lambda: model` because JAX jit can't see captures, but it can see jax partials	COMMENT
MEDIUM	…evanter/kernels/pallas/fused_cross_entropy_loss/api.py	174	# Keep TPU default stable and robust unless Pallas is explicitly requested.	COMMENT
MEDIUM	lib/levanter/src/levanter/callbacks/_metrics.py	122	# Accumulate MFU samples over a trailing window for robust distribution stats.	COMMENT
MEDIUM	lib/levanter/src/levanter/recovery/faults.py	38	# Environment variables the harness sets on each trainer subprocess.	COMMENT
LOW	lib/levanter/src/levanter/tracker/tracker_fns.py	102	# and we just return the metrics dictionary	COMMENT
MEDIUM	lib/levanter/src/levanter/data/sharded_datasource.py	356	# (1) is cheating a bit, but it's fast and works in most cases we care about. (2) is more robust, but slower.	COMMENT
MEDIUM	lib/marin/src/marin/scaling_laws/isoflop_analysis.py	237	"""Fit a robust quadratic in log10(x) space using Huber loss.	STRING
MEDIUM	lib/marin/src/marin/execution/step_runner.py	220	# inherit it explicitly. More robust than contextvars.copy_context()	COMMENT
MEDIUM	lib/marin/src/marin/evaluation/evalchemy/result.py	83	# A retried evaluation leaves a second complete tree under the harness's scratch directory,	COMMENT
LOW	lib/haliax/src/haliax/core.py	1173	# scalar case: just add one axis so it doesn't get too mad	COMMENT
LOW	lib/haliax/src/haliax/core.py	1657	# maybe just add a context manager to allow it?	COMMENT
MEDIUM	lib/rigging/src/rigging/log_setup.py	192	# faulthandler writes to a raw fd; a harness that captures sys.stderr	COMMENT

Structural Annotation Overuse44 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW⚡	experiments/tutorials/hello_world.py	73	# Step 1: generate the data. build_config resolves ctx.output_path to the artifact's output dir.	COMMENT
LOW⚡	experiments/tutorials/hello_world.py	82	# Step 2: compute statistics over the generated data. ctx.artifact_path(_data) gives the path	COMMENT
LOW⚡	tests/execution/test_step_runner.py	120	# Step 1: download	COMMENT
LOW⚡	tests/execution/test_step_runner.py	124	# Step 2: tokenize — load upstream artifact, run, save	COMMENT
LOW	.agents/projects/20260303_iris_autoscaler_design.md	729	### Step 1: COOLDOWN State + AT_CAPACITY Rename (No Capacity Math Changes)	COMMENT
LOW	.agents/projects/20260303_iris_autoscaler_design.md	739	### Step 2: Additive Resource Packing	COMMENT
LOW	.agents/docs/smoke-test-dry-run.md	640	### Step 1: Extract `local_platform.py` from `demo_cluster.py`	COMMENT
LOW	.agents/docs/smoke-test-dry-run.md	650	### Step 2: Proto + `LocalController` + config wiring	COMMENT
LOW⚡	.agents/docs/smoke-test-dry-run.md	671	### Step 4: Smoke test integration	COMMENT
LOW⚡	.agents/docs/smoke-test-dry-run.md	679	### Step 5: Simplify `demo_cluster.py`	COMMENT
LOW⚡	.agents/docs/smoke-test-dry-run.md	686	### Step 6: CLI integration (optional)	COMMENT
LOW	.agents/docs/cluster-logging.md	166	### Step 1: Extract `stream_docker_logs()` into debug.py	COMMENT
LOW	.agents/docs/cluster-logging.md	178	### Step 2: Add `LogStreamHandle` and `start_log_streaming()` to ClusterManager	COMMENT
LOW	.agents/docs/cluster-logging.md	191	### Step 3: Add `log_dir` parameter to `connect()`	COMMENT
LOW	.agents/docs/cluster-logging.md	204	### Step 4: Simplify smoke-test.py	COMMENT
LOW	docs/tutorials/first-experiment.md	32	## Step 1: Tokenize the dataset	COMMENT
LOW	docs/tutorials/first-experiment.md	55	## Step 2: Choose a model configuration	COMMENT
LOW	docs/tutorials/first-experiment.md	78	## Step 3: Assemble the training run	COMMENT
LOW	docs/tutorials/first-experiment.md	120	## Step 4: Wire the main block	COMMENT
LOW	docs/tutorials/storage-bucket.md	17	## Step 1: Choose a Region and Name	COMMENT
LOW	docs/tutorials/storage-bucket.md	31	## Step 2: Create the Bucket	COMMENT
LOW	docs/tutorials/storage-bucket.md	53	## Step 3: Disable Soft Delete	COMMENT
LOW	docs/tutorials/storage-bucket.md	73	## Step 4: TTL Scratch Prefixes (`tmp/ttl=Nd/`)	COMMENT
LOW	docs/tutorials/storage-bucket.md	119	## Step 5: Wire It Into Marin / Levanter	COMMENT
LOW	lib/levanter/.agents/projects/gcs_serialization.md	115	# Step 1: collective gather so every device sees every host's chunk.	COMMENT
LOW⚡	lib/levanter/docs/recipes/port-models.md	14	## Step 1: Write the Config	COMMENT
LOW⚡	lib/levanter/docs/recipes/port-models.md	20	## Step 2: Implement the Model	COMMENT
LOW⚡	lib/levanter/docs/recipes/port-models.md	26	## Step 3: Add Serialization Support (if needed)	COMMENT
LOW⚡	lib/levanter/docs/recipes/port-models.md	32	## Step 4: Write Tests	COMMENT
LOW	lib/levanter/docs/recipes/port-models.md	45	## Step 5: Create a "nano" config	COMMENT
LOW	lib/levanter/docs/guides/Training-Data-Guide.md	7	## Step 1: Identify the Format for Each Dataset	COMMENT
LOW	lib/levanter/docs/guides/Training-Data-Guide.md	19	## Step 2: Prepare Your Data	COMMENT
LOW	lib/levanter/docs/guides/Training-Data-Guide.md	47	## Step 3: Write Your Config	COMMENT
LOW	lib/levanter/docs/guides/Training-Data-Guide.md	189	## Step 4: Launch Training	COMMENT
LOW	…evanter/docs/tutorials/Fine-Tuning-Semantic-Parsing.md	69	### Step 1: Prepare the Dataset	COMMENT
LOW	…evanter/docs/tutorials/Fine-Tuning-Semantic-Parsing.md	108	### Step 2: Fine-tune the Model	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	196	# Step 1: Divide Q into 𝑇𝑟 = \ceil(𝑁/Br) blocks of size Br x d each,	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	199	# Step 2: init O_i = 0, sumexp_i = 0, max_i = -inf	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	221	# Step 1: Divide Q into 𝑇𝑟 = \ceil(𝑁/Br) blocks of size Br x d each,	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	227	# Step 8: compute Sij = QiKj^T	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	263	# Step 9: Compute m_i^j = max(m_i^{j-1}, rowmax(S_i^j)), P_i^j = exp(S_i^j - m_i^j),	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	272	# Step 10: Compute O_i = diag(exp(m_i^{j-1} - m_i^j) O_i + P_i^j V_j	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	287	# Step 12: compute O_i = diag(\ell_i^{Tc})^{-1} O_i^{Tc}	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	289	# Step 13: compute L_i = m_i^{Tc} + log(\ell_i^{Tc})	COMMENT

Redundant / Tautological Comments24 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	infra/pre-commit.py	782	# Check if any pb2 file exists already	COMMENT
LOW	infra/tpu-ci/setup.py	163	# Check if user is authenticated to ghcr.io	COMMENT
LOW⚡	infra/tpu-ci/vm_manager.py	264	# Check if runner is configured by looking for config files OR .runner file	COMMENT
LOW	scripts/pm/itemize_experiment_issues.py	116	# Check if any of the URLs are already in the content	COMMENT
LOW	scripts/pm/itemize_experiment_issues.py	153	# Check if any of the URLs are already in existing_reports	COMMENT
LOW	scripts/debug/decode_tokens.py	83	# Check if it looks like a token list	COMMENT
LOW	scripts/speedrun/onboarding_setup.sh	47	# Check if a 'marin' directory exists in the current path	COMMENT
LOW⚡	scripts/speedrun/onboarding_setup.sh	137	# Check if uv is installed	COMMENT
LOW	scripts/speedrun/onboarding_setup.sh	219	# Check if branch exists, if not create it	COMMENT
LOW	scripts/speedrun/onboarding_setup.sh	280	# Check if origin points to the main community repo (indicating it's not a personal fork)	COMMENT
LOW	lib/iris/tests/cluster/backends/gcp/test_platform.py	1165	# Set VM to STAGING so it never reaches READY	COMMENT
LOW	…is/src/iris/cluster/controller/scheduling/scheduler.py	846	# Assign tasks to workers in order	COMMENT
LOW	lib/iris/src/iris/cluster/worker/task_attempt.py	918	# Check if we should stop	COMMENT
LOW⚡	lib/levanter/tests/test_prp.py	51	# Check if all elements are unique, which is a necessary condition for a bijective function	COMMENT
LOW	lib/levanter/tests/test_skip_step.py	280	# Check if it has init and update attributes	COMMENT
LOW	lib/levanter/tests/test_skip_step.py	375	# Check if the unflattened state matches the original	COMMENT
LOW	lib/levanter/scripts/clean_old_checkpoints.py	43	# Check if this checkpoint is the largest complete checkpoint	COMMENT
LOW	lib/levanter/scripts/clean_old_checkpoints.py	48	# Check if this checkpoint ends in '000' and is the largest of such	COMMENT
LOW	lib/levanter/scripts/preproc/split-pile-shards.py	60	# Check if compressor exists for this category, if not create it	COMMENT
LOW	lib/levanter/src/levanter/eval_harness.py	149	# Check if this is a rate limit error from HuggingFace	COMMENT
LOW	…src/levanter/grug/attention/_fa4_cute_segmented_bwd.py	189	# Check if block size setting is out of shared memory capacity	COMMENT
LOW	lib/marin/src/marin/markdown/markdown.py	926	# Check if base is an operator usually taking limits	COMMENT
LOW	…n/src/marin/transform/wikipedia/transform_wikipedia.py	127	# Check if this is display math by looking for <dd> inside <dl>	COMMENT
LOW	lib/haliax/tests/test_axis.py	144	# Check if the element is in the correct order	COMMENT

Hallucination Indicators4 hits · 35 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/evaluation/test_evaluation.py	1404	assert evaluation.identity.eval_ref.evalchemy.judge.model_dump() == {	STRING
CRITICAL	lib/levanter/tests/test_apertus.py	250	lev_alpha_p = float(layer.mlp.act_fn.alpha_p.array.item())	CODE
CRITICAL	lib/levanter/tests/test_apertus.py	251	lev_alpha_n = float(layer.mlp.act_fn.alpha_n.array.item())	CODE
CRITICAL	lib/marin/src/marin/inference/serve_dashboard.html	93	`+l.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=n.text):t.push(l);continue}if(e){this.infiniteLoopError(e.ch	CODE

Verbosity Indicators15 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW⚡	experiments/tutorials/hello_world.py	73	# Step 1: generate the data. build_config resolves ctx.output_path to the artifact's output dir.	COMMENT
LOW⚡	experiments/tutorials/hello_world.py	82	# Step 2: compute statistics over the generated data. ctx.artifact_path(_data) gives the path	COMMENT
LOW⚡	tests/execution/test_step_runner.py	120	# Step 1: download	COMMENT
LOW⚡	tests/execution/test_step_runner.py	124	# Step 2: tokenize — load upstream artifact, run, save	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	196	# Step 1: Divide Q into 𝑇𝑟 = \ceil(𝑁/Br) blocks of size Br x d each,	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	199	# Step 2: init O_i = 0, sumexp_i = 0, max_i = -inf	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	221	# Step 1: Divide Q into 𝑇𝑟 = \ceil(𝑁/Br) blocks of size Br x d each,	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	227	# Step 8: compute Sij = QiKj^T	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	263	# Step 9: Compute m_i^j = max(m_i^{j-1}, rowmax(S_i^j)), P_i^j = exp(S_i^j - m_i^j),	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	272	# Step 10: Compute O_i = diag(exp(m_i^{j-1} - m_i^j) O_i + P_i^j V_j	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	287	# Step 12: compute O_i = diag(\ell_i^{Tc})^{-1} O_i^{Tc}	COMMENT
LOW⚡	lib/levanter/src/levanter/layers/flash_attention.py	289	# Step 13: compute L_i = m_i^{Tc} + log(\ell_i^{Tc})	COMMENT
LOW⚡	…src/levanter/grug/attention/_fa4_cute_segmented_bwd.py	323	# Do we need to check if we overshot kBlockM when we load Q?	COMMENT
LOW⚡	…src/levanter/grug/attention/_fa4_cute_segmented_bwd.py	325	# Do we need to check if we overshot kBlockN when we load K?	COMMENT
LOW⚡	…src/levanter/grug/attention/_fa4_cute_segmented_bwd.py	333	# Do we need to check if we overshot kBlockN when we load V?	COMMENT

Fake / Example Data27 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/datakit/test_decon.py	769	{"id": "eval", "text": "lorem ipsum dolor sit amet consectetur"},	CODE
LOW⚡	tests/datakit/test_decon.py	769	{"id": "eval", "text": "lorem ipsum dolor sit amet consectetur"},	CODE
LOW⚡	tests/datakit/test_decon.py	775	"text": "LOREM IPSUM DOLOR SIT AMET CONSECTETUR",	CODE
LOW⚡	tests/datakit/test_decon.py	775	"text": "LOREM IPSUM DOLOR SIT AMET CONSECTETUR",	CODE
LOW	lib/iris/tests/cluster/backends/gcp/test_gcp_service.py	439	svc._token = "fake-token"	CODE
LOW	lib/iris/tests/cluster/backends/gcp/test_gcp_service.py	530	svc._token = "fake-token"	CODE
LOW	…cluster/backends/gcp/test_cloud_service_integration.py	292	s._token = "fake-token"	CODE
LOW⚡	lib/iris/tests/cluster/controller/test_auth.py	742	admin_users=["admin@example.com"],	CODE
LOW⚡	lib/iris/tests/cluster/controller/test_auth.py	748	assert auth.role_policy.role_for("admin@example.com") == "admin"	CODE
LOW	lib/iris/tests/cluster/controller/test_auth.py	674	return VerifiedIdentity(user_id="admin@example.com", role=self._role)	CODE
LOW	lib/iris/tests/cluster/controller/test_auth.py	691	assert seen == [VerifiedIdentity(user_id="admin@example.com", role="admin")]	CODE
LOW⚡	lib/iris/src/iris/testing/config.py	27	"placeholder": ScaleGroupConfig(	CODE
LOW⚡	lib/iris/src/iris/testing/config.py	28	name="placeholder",	CODE
LOW⚡	lib/levanter/tests/test_tokenizers.py	250	# Lorem ipsum	COMMENT
LOW⚡	lib/levanter/tests/test_tokenizers.py	251	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt.",	CODE
LOW⚡	lib/levanter/tests/test_tokenizers.py	251	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt.",	CODE
LOW	lib/levanter/tests/test_tokenizers.py	208	"user@example.com",	CODE
LOW⚡	lib/levanter/tests/test_text.py	155	lorem = """Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et do	CODE
LOW⚡	lib/levanter/tests/test_text.py	155	lorem = """Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et do	CODE
LOW⚡	lib/levanter/tests/test_text.py	177	text = "lorem ipsum dolor sit amet " * 12_000 # ~324k chars	CODE
LOW⚡	lib/levanter/tests/test_text.py	177	text = "lorem ipsum dolor sit amet " * 12_000 # ~324k chars	CODE
LOW⚡	lib/levanter/tests/test_text.py	305	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et "	CODE
LOW⚡	lib/levanter/tests/test_text.py	305	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et "	CODE
LOW	lib/marin/src/marin/inference/serve_dashboard.html	49	${t}`}let lM={type:"function",function:{name:"bash",description:"Run a Bash command in the persistent workspace rooted a	CODE
LOW⚡	lib/rigging/tests/test_server_auth.py	163	roles = {"admin@example.com": "admin"}	CODE
LOW⚡	lib/rigging/tests/test_server_auth.py	168	payload = {"aud": "/projects/1/global/backendServices/2", "email": "admin@example.com"}	CODE
LOW⚡	lib/rigging/tests/test_server_auth.py	171	assert identity == VerifiedIdentity(user_id="admin@example.com", role="admin")	CODE

Synthetic Comment Markers3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	tests/snapshots/dclm_hq/inputs/hq_2.html	87	<p>Each locomotive is equipped with a mobile <a href="http://www.dccwiki.com/Decoder" class="extiw" title="dcc:Decoder">	CODE
HIGH	tests/snapshots/dclm_hq/inputs/hq_2.html	426	<p>Each locomotive is equipped with a mobile <a href="http://www.dccwiki.com/Decoder" class="extiw" title="dcc:Decoder">	CODE
HIGH	docs/dev-guide/contributing.md	13	## AI-generated contributions	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…arin/src/marin/inference/dashboard/src/lib/examples.ts	52	print("test passed")	CODE
HIGH	…arin/src/marin/inference/dashboard/src/lib/examples.ts	86	print("configuration is valid")	CODE

Overly Generic Function Names3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…iments/rl_data_reviews/review_runtime/harbor_worker.py	19	async def run_task(data: dict, root: Path) -> dict:	CODE
LOW	…periments/rl_data_reviews/review_runtime/gym_worker.py	20	def run_task(data: dict, root: Path, api_key: str \| None) -> dict:	CODE
LOW⚡	tests/infra/ci/test_select_tests.py	238	write(tmp_path, "lib/iris/tests/test_utils.py", "def helper():\n pass\n")	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/iris/run_smoke_cw.sh	8	# Usage:	COMMENT
LOW	lib/levanter/scripts/clean_old_checkpoints.py	78	# Usage example:	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/snapshots/stackexchange/inputs/chemistry_2.json	3	"text": "# Hierarchy of electronic wavefunctions\n\n*The previous question contained too much unnecessary informatio	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/levanter/tests/test_background_iterable.py	164		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/levanter/src/levanter/models/gpt2_hyena.py	68	# TODO: implement	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings