skypilot-org/skypilot

26.2

Adjusted Score

26.2

Raw Score

100%

Time Factor

2026-07-14

Last Push

10.3K

Stars

Python

Language

571.0K

Lines of Code

2.0K

Files

11.8K

Pattern Hits

2026-07-14

Scan Date

0.33

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 2HIGH 647MEDIUM 749LOW 10403

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 11801 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers6511 hits · 5588 pts

Severity	File	Line	Snippet	Context
LOW	llm/rl-post-training-jobgroup/code/trainer.py	99	def save_static_policy_sync_assets(self):	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	211	def sample_from_replay_buffer(self,	CODE
LOW	llm/vicuna-llama-2/scripts/flash_attn_patch.py	102	def _prepare_decoder_attention_mask(self, attention_mask, input_shape,	CODE
LOW	llm/vicuna-llama-2/scripts/flash_attn_patch.py	108	def replace_llama_attn_with_flash_attn():	CODE
LOW	llm/vicuna-llama-2/scripts/xformers_patch.py	34	def replace_llama_attn_with_xformers_attn():	CODE
LOW	llm/vicuna-llama-2/scripts/train.py	87	def safe_save_model_for_hf_trainer(trainer: transformers.Trainer,	CODE
LOW	llm/vicuna-llama-2/scripts/train.py	244	def make_supervised_data_module(tokenizer: transformers.PreTrainedTokenizer,	CODE
LOW	llm/vicuna-llama-2/scripts/train.py	276	def cleanup_incomplete_checkpoints(output_dir):	CODE
LOW⚡	llm/batch_inference/scripts/monitor_progress.py	356	def get_throughput_chart_data(self) -> Dict:	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	62	def update_throughput_history(self, worker_id: str, metrics: Dict):	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	598	def get_token_throughput_chart_data(self) -> Dict:	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	103	def save_static_policy_sync_assets(self):	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	225	def sample_from_replay_buffer(self,	CODE
LOW	sky/task.py	129	def _check_docker_login_config(task_envs: Dict[str, str],	CODE
LOW	sky/task.py	187	def _with_docker_login_config(	CODE
LOW	sky/task.py	226	def _with_docker_username_for_runpod(	CODE
LOW	sky/task.py	247	def get_plaintext_envs_and_secrets(	CODE
LOW	sky/task.py	556	def expand_and_validate_file_mounts(self):	CODE
LOW	sky/task.py	603	def _validate_mount_dest_is_absolute(self, path: str, location: str):	CODE
LOW	sky/task.py	616	def expand_and_validate_workdir(self):	CODE
LOW	sky/task.py	1045	def resolve_and_validate_volumes(self) -> None:	CODE
LOW	sky/task.py	1329	def get_estimated_inputs_size_gigabytes(self) -> Optional[float]:	CODE
LOW	sky/task.py	1354	def get_estimated_outputs_size_gigabytes(self) -> Optional[float]:	CODE
LOW	sky/task.py	1358	def _ensure_consistent_priority(	CODE
LOW	sky/task.py	1865	def get_local_to_remote_file_mounts(self) -> Optional[Dict[str, str]]:	CODE
LOW	sky/task.py	1886	def get_cloud_to_remote_file_mounts(self) -> Optional[Dict[str, str]]:	CODE
LOW	sky/task.py	1929	def update_envs_and_secrets_from_workdir(self) -> 'Task':	CODE
LOW	sky/task.py	2118	def get_required_cloud_features(	CODE
LOW	sky/task.py	2202	def _factor_out_common_resource_fields(configs: List[Dict[str, Union[str,	CODE
LOW	sky/sky_logging.py	250	def generate_tmp_logging_file_path(file_name: str) -> str:	CODE
LOW	sky/execution.py	62	def _maybe_clone_disk_from_cluster(clone_disk_from: Optional[str],	CODE
LOW	sky/execution.py	159	def _compute_set_autostop_args_for_hooks_only_relaunch(	CODE
LOW	sky/check.py	99	def _get_workspace_allowed_clouds(workspace: str) -> List[str]:	CODE
LOW	sky/check.py	122	def _get_workspace_cloud_capabilities(	CODE
LOW	sky/check.py	181	def _execute_check_logic_for_workspace(	CODE
LOW	sky/check.py	191	def check_one_cloud_one_capability(	CODE
LOW	sky/check.py	501	def get_cached_enabled_clouds_or_refresh(	CODE
LOW	sky/check.py	548	def get_cloud_credential_file_mounts(	CODE
LOW	sky/global_user_state.py	365	def _sqlite_supports_returning() -> bool:	CODE
LOW	sky/global_user_state.py	658	def set_user_preferred_workspace(user_id: str,	CODE
LOW	sky/global_user_state.py	1078	def get_terminal_or_last_status_change_event(	CODE
LOW	sky/global_user_state.py	1100	def _get_last_or_terminal_cluster_event_multiple(	CODE
LOW	sky/global_user_state.py	1138	def get_last_cluster_event_of_type_multiple(	CODE
LOW	sky/global_user_state.py	1177	def get_last_status_change_times(	CODE
LOW	sky/global_user_state.py	1224	def cleanup_cluster_events_with_retention(retention_hours: float,	CODE
LOW	sky/global_user_state.py	1238	async def cluster_event_retention_daemon():	CODE
LOW	sky/global_user_state.py	1386	def get_cluster_events_by_name(	CODE
LOW	sky/global_user_state.py	1429	def _get_user_hash_or_current_user(user_hash: Optional[str]) -> str:	CODE
LOW	sky/global_user_state.py	1531	def get_handle_from_cluster_name(	CODE
LOW	sky/global_user_state.py	1544	def get_handles_from_cluster_names(	CODE
LOW	sky/global_user_state.py	1568	def get_cluster_name_to_handle_map(	CODE
LOW	sky/global_user_state.py	1587	async def get_status_from_cluster_name_async(	CODE
LOW	sky/global_user_state.py	1604	def get_status_from_cluster_name(	CODE
LOW	sky/global_user_state.py	1659	def set_cluster_autostop_value(cluster_name: str, idle_minutes: int,	CODE
LOW	sky/global_user_state.py	1697	def get_cluster_provision_log_path(cluster_name: str) -> Optional[str]:	CODE
LOW	sky/global_user_state.py	1708	def get_all_cluster_provision_log_paths() -> List[str]:	CODE
LOW	sky/global_user_state.py	1717	def get_cluster_history_provision_log_path(cluster_name: str) -> Optional[str]:	CODE
LOW	sky/global_user_state.py	1771	def get_cluster_storage_mounts_metadata(	CODE
LOW	sky/global_user_state.py	1783	def set_cluster_storage_mounts_metadata(	CODE
LOW	sky/global_user_state.py	1799	def get_cluster_skylet_ssh_tunnel_metadata(	CODE
6451 more matches not shown…

Cross-Language Confusion384 hits · 2017 pts

Severity	File	Line	Snippet	Context
HIGH	llm/batch_inference/scripts/monitor_progress.py	974	if (context.parsed.y !== null) {{	CODE
HIGH	llm/batch_inference/scripts/monitor_progress.py	1034	if (context.parsed.y !== null) {{	CODE
HIGH	llm/batch_inference/scripts/monitor_progress.py	1297	if (context.parsed.y !== null) {{	CODE
HIGH	llm/batch_inference/scripts/monitor_progress.py	1359	if (event.key === 'F5' \|\| (event.ctrlKey && event.key === 'r')) {{	CODE
HIGH	sky/task.py	732	# ``secrets:`` (null) or array form have no inline values.	COMMENT
HIGH	sky/cloud_stores.py	130	'2> /dev/null \|\| true; '	CODE
HIGH	sky/global_user_state.py	884	# set owner to server default (null)	COMMENT
HIGH	sky/global_user_state.py	886	# set storage_mounts_metadata to server default (null)	COMMENT
HIGH⚡	sky/provision/docker_utils.py	46	'(sudo apt-get update && sudo apt-get install -y unzip)) && '	CODE
HIGH⚡	sky/provision/docker_utils.py	49	'unzip -q /tmp/awscliv2.zip -d /tmp && sudo /tmp/aws/install '	CODE
HIGH⚡	sky/provision/docker_utils.py	444	'sudo systemctl stop jupyter > /dev/null 2>&1 \|\| true;'	CODE
HIGH⚡	sky/provision/docker_utils.py	445	'sudo systemctl disable jupyter > /dev/null 2>&1 \|\| true;'	CODE
HIGH⚡	sky/provision/docker_utils.py	446	'sudo systemctl stop jupyterhub > /dev/null 2>&1 \|\| true;'	CODE
HIGH⚡	sky/provision/docker_utils.py	447	'sudo systemctl disable jupyterhub > /dev/null 2>&1 \|\| true;',	CODE
HIGH	sky/provision/docker_utils.py	348	'--quiet \|\| true')	CODE
HIGH	sky/provision/docker_utils.py	382	'{ which jq \|\| sudo apt update && sudo apt install -y jq; } && '	CODE
HIGH	sky/provision/docker_utils.py	382	'{ which jq \|\| sudo apt update && sudo apt install -y jq; } && '	CODE
HIGH	sky/provision/docker_utils.py	424	'flock -x -w 120 200 \|\| exit 1; '	CODE
HIGH	sky/provision/docker_utils.py	480	f'echo "Port {port}" \| sudo tee -a /etc/ssh/sshd_config > /dev/null;'	CODE
HIGH	sky/provision/docker_utils.py	579	shm_output = self._run('cat /proc/meminfo \|\| true')	CODE
HIGH	sky/provision/instance_setup.py	43	'which prlimit && for id in $(pgrep -f raylet/raylet); '	CODE
HIGH	sky/provision/instance_setup.py	44	'do sudo prlimit --nofile=1048576:1048576 --pid=$id \|\| true; done;')	CODE
HIGH	sky/provision/instance_setup.py	135	f'2> /dev/null \|\| echo {constants.SKY_REMOTE_RAY_PORT});'	CODE
HIGH	sky/provision/slurm/instance.py	583	f'touch {container_init_done_dir}/$SLURM_PROCID && sleep infinity')	STRING
HIGH	sky/provision/slurm/instance.py	606	f' if ! kill -0 $CONTAINER_PID 2>/dev/null; then\n'	STRING
HIGH	sky/provision/slurm/instance.py	650	kill $(cat "{skypilot_runtime_dir}/.sky/skylet_pid") 2>/dev/null \|\| true	CODE
HIGH	sky/provision/slurm/instance.py	657	srun --nodes={num_nodes} --ntasks-per-node=1 enroot remove -f {shlex.quote(_enroot_container_name_global_scope(clust	CODE
HIGH⚡	sky/provision/paperspace/utils.py	128	'if ! command -v docker &> /dev/null; then \n'	CODE
HIGH⚡	sky/provision/paperspace/utils.py	135	'$(. /etc/os-release && echo "$VERSION_CODENAME") stable" \| \\\n'	CODE
HIGH	sky/provision/kubernetes/instance.py	992	' timeout 2 sudo -l >/dev/null 2>&1 && echo succeed \|\| '	CODE
HIGH	sky/provision/kubernetes/instance.py	1016	'while ! grep -q "Fetched" /tmp/apt-update.log 2>/dev/null; do '	CODE
HIGH	sky/provision/kubernetes/instance.py	1018	' cat /tmp/apt-update.log \|\| true; '	CODE
HIGH	sky/provision/kubernetes/utils.py	3650	debug_cmd = 'kubectl describe ingress && kubectl describe ingressclass'	CODE
HIGH⚡	sky/skylet/constants.py	232	'sudo which nvidia-smi && echo "Checking Nvidia ECC Mode" && '	CODE
HIGH⚡	sky/skylet/constants.py	239	'{ sudo reboot \|\| echo "Failed to reboot. ECC mode may not be disabled"; } '	CODE
HIGH	sky/skylet/constants.py	93	f'cat {SKY_RAY_PATH_FILE} 2> /dev/null \|\| which ray)')	CODE
HIGH	sky/skylet/constants.py	99	SKY_SLURM_UNSET_PYTHONPATH = ('$(which env 2>/dev/null \|\| echo /usr/bin/env) '	CODE
HIGH	sky/skylet/constants.py	133	'unset VIRTUAL_ENV && unset VIRTUAL_ENV_PROMPT')	CODE
HIGH	sky/skylet/constants.py	282	'{ conda init && source ~/.bashrc; };'	CODE
HIGH	sky/skylet/constants.py	446	'(systemctl reload sshd \|\| service ssh reload); '	CODE
HIGH	sky/skylet/job_lib.py	491	# status does not need to be set if the end_at is not null, since	COMMENT
HIGH	sky/skylet/job_lib.py	396	'INSERT INTO jobs VALUES (null, ?, ?, ?, ?, ?, ?, null, ?, 0, null, ?, null)', # pylint: disable=line-too-l	CODE
HIGH	sky/skylet/job_lib.py	401	'INSERT INTO jobs VALUES (null, ?, ?, ?, ?, ?, ?, null, ?, 0, null, ?)', # pylint: disable=line-too-long	CODE
HIGH	sky/skylet/log_lib.py	371	. $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| true	CODE
HIGH	sky/skylet/log_lib.py	371	. $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| true	CODE
HIGH⚡	sky/skylet/providers/command_runner.py	290	'sudo systemctl stop jupyter > /dev/null 2>&1 \|\| true;'	CODE
HIGH⚡	sky/skylet/providers/command_runner.py	291	'sudo systemctl disable jupyter > /dev/null 2>&1 \|\| true;'	CODE
HIGH⚡	sky/skylet/providers/command_runner.py	292	'sudo systemctl stop jupyterhub > /dev/null 2>&1 \|\| true;'	CODE
HIGH⚡	sky/skylet/providers/command_runner.py	293	'sudo systemctl disable jupyterhub > /dev/null 2>&1 \|\| true;',	CODE
HIGH	sky/skylet/ray_patches/__init__.py	47	which patch >/dev/null 2>&1 \|\| sudo yum install -y patch \|\| true	CODE
HIGH	sky/backends/docker_utils.py	23	RUN apt-get update && apt-get -y install sudo	CODE
HIGH	sky/backends/docker_utils.py	31	'/dev/null \|\| true '	CODE
HIGH	sky/backends/docker_utils.py	56	setup_command: commands to run for setup. eg. "pip install numpy && apt	STRING
HIGH	sky/backends/backend_utils.py	618	# it present but null). This happens when restarting a cluster	COMMENT
HIGH⚡	sky/backends/task_codegen.py	164	tac $file \| grep "vfs cache: cleaned:" -m 1 \| grep "in use 0, to upload 0, uploading 0" -q \|\| exitco	CODE
HIGH⚡	sky/backends/task_codegen.py	168	CACHE_STATUS=$(tac $file \| grep "vfs cache: cleaned:" -m 1 \| sed 's/.*vfs cache: cleaned: //' 2>	CODE
HIGH⚡	sky/backends/task_codegen.py	170	UPLOADING_FILES=$(tac $file \| head -30 \| grep -E "queuing for upload" \| head -2 \| sed 's/.*INFO	CODE
HIGH⚡	sky/backends/task_codegen.py	178	LAST_LINE=$(tac $file \| grep -v "^$" \| head -1 \| sed 's/.INFO : //' \| sed 's/.ERROR : //'	CODE
HIGH	sky/backends/local_docker_backend.py	62	container with a sleep task (tail -f /dev/null). (Task run commands are	STRING
HIGH⚡	sky/backends/playground/demo_dockerutils.py	12	setup_command = 'apt-get update && apt-get install htop && pip install '	CODE
324 more matches not shown…

Decorative Section Separators322 hits · 1016 pts

Severity	File	Line	Snippet	Context
MEDIUM	llm/vicuna-llama-2/scripts/train.py	17	# ==============================================================================	COMMENT
MEDIUM	sky/core.py	59	# ======================	COMMENT
MEDIUM	sky/core.py	61	# ======================	COMMENT
MEDIUM	sky/core.py	1201	# ==================	COMMENT
MEDIUM	sky/core.py	1203	# ==================	COMMENT
MEDIUM	sky/core.py	1621	# ======================	COMMENT
MEDIUM	sky/core.py	1623	# ======================	COMMENT
MEDIUM	sky/core.py	1663	# ===================	COMMENT
MEDIUM	sky/core.py	1665	# ===================	COMMENT
MEDIUM	sky/core.py	1939	# =================	COMMENT
MEDIUM	sky/core.py	1941	# =================	COMMENT
MEDIUM	sky/provision/seeweb/instance.py	505	# =============================================================================	COMMENT
MEDIUM	sky/provision/seeweb/instance.py	507	# =============================================================================	COMMENT
MEDIUM	sky/backends/backend_utils.py	3370	# =====================================	COMMENT
MEDIUM	sky/catalog/common.py	921	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/catalog/common.py	923	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/server/requests/payloads.py	1066	# =============================================================================	COMMENT
MEDIUM	sky/server/requests/payloads.py	1068	# =============================================================================	COMMENT
MEDIUM	sky/utils/controller_utils.py	1034	# ================================================================	COMMENT
MEDIUM	sky/utils/controller_utils.py	1036	# ================================================================	COMMENT
MEDIUM	sky/workspaces/core.py	66	# =========================	COMMENT
MEDIUM	sky/workspaces/core.py	68	# =========================	COMMENT
MEDIUM	sky/workspaces/core.py	613	# =========================	COMMENT
MEDIUM	sky/workspaces/core.py	615	# =========================	COMMENT
MEDIUM	sky/workspaces/core.py	1097	# ===========================	COMMENT
MEDIUM	sky/workspaces/core.py	1099	# ===========================	COMMENT
MEDIUM⚡	sky/dashboard/src/lib/analytics.js	17	// ── Core provider-backed tracking ───────────────────────────────────────────	COMMENT
MEDIUM⚡	sky/dashboard/src/lib/analytics.js	27	// ── Domain helpers (thin wrappers over trackEvent) ──────────────────────────	COMMENT
MEDIUM	sky/recipes/db.py	162	# =============================================================================	COMMENT
MEDIUM	sky/recipes/db.py	164	# =============================================================================	COMMENT
MEDIUM	sky/recipes/db.py	242	# =============================================================================	COMMENT
MEDIUM	sky/recipes/db.py	244	# =============================================================================	COMMENT
MEDIUM⚡	sky/batch/worker.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/worker.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	157	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	190	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	306	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	sky/batch/worker.py	308	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	228	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	230	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	253	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	255	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	358	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	360	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	456	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	458	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	623	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	625	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	739	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	741	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	825	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	827	# ------------------------------------------------------------------	COMMENT
262 more matches not shown…

Excessive Try-Catch Wrapping925 hits · 920 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	90	except Exception as e: # pylint: disable=broad-except	CODE
LOW	setup.py	109	except Exception as e: # pylint: disable=broad-except	CODE
LOW	setup.py	122	except Exception as e: # pylint: disable=broad-except	CODE
MEDIUM	setup.py	117	def revert_commit_hash():	CODE
LOW⚡	llm/train-eval-jobgroup/code/evaluator.py	176	except Exception as e:	CODE
MEDIUM⚡	llm/train-eval-jobgroup/code/evaluator.py	177	print(f"Error evaluating {checkpoint_path}: {e}")	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	131	except Exception as e:	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	167	except Exception as e:	CODE
MEDIUM	llm/rl-post-training-jobgroup/code/trainer.py	168	print(f"Error generating response: {e}")	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	208	except Exception as e:	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	228	except Exception as e:	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	242	except Exception as e:	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	339	except Exception as e:	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	365	except Exception as e:	CODE
LOW	llm/rl-post-training-jobgroup/code/data_server.py	78	except Exception as e:	CODE
MEDIUM	llm/rl-post-training-jobgroup/code/data_server.py	79	print(f"Error loading dataset: {e}")	CODE
LOW	llm/rag/scripts/serve_rag.py	100	except Exception as e:	CODE
LOW	llm/rag/scripts/serve_rag.py	217	except Exception as e:	CODE
LOW	llm/rag/scripts/serve_rag.py	243	except Exception as e:	CODE
LOW	llm/rag/scripts/serve_rag.py	303	except Exception as e:	CODE
LOW	llm/rag/scripts/serve_rag.py	343	except Exception as e:	CODE
LOW	llm/rag/scripts/compute_embeddings.py	223	except Exception as e:	CODE
LOW	llm/rag/scripts/build_rag.py	58	except Exception as e:	CODE
LOW	llm/rag/scripts/build_rag.py	142	except Exception as e:	CODE
MEDIUM⚡	llm/batch_inference/scripts/monitor_progress.py	354	print(f"Error updating metrics: {e}")	CODE
MEDIUM	llm/batch_inference/scripts/monitor_progress.py	230	print(f"Error reading history for worker {worker_id}: {e}")	CODE
MEDIUM	llm/batch_inference/scripts/monitor_progress.py	271	print(f"Error reading metrics from {file}: {e}")	CODE
LOW⚡	llm/batch_inference/scripts/monitor_progress.py	353	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	229	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	270	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	152	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	161	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	198	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	221	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	245	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	248	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	329	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	136	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	220	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	248	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	470	except Exception as e:	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	505	except Exception as e:	CODE
LOW	…l-code-execution-sandbox/code/sandbox_reward_server.py	153	except Exception as e: # pylint: disable=broad-except	CODE
LOW⚡	…l-code-execution-sandbox/code/sandbox_reward_server.py	212	except Exception as e: # pylint: disable=broad-except	CODE
LOW⚡	…l-code-execution-sandbox/code/sandbox_reward_server.py	219	except Exception as e2: # pylint: disable=broad-except	CODE
LOW⚡	…l-code-execution-sandbox/code/sandbox_reward_server.py	228	except Exception as e: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	135	except Exception: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	171	except Exception as e: # pylint: disable=broad-except	CODE
MEDIUM	llm/rl-code-execution-sandbox/code/trainer.py	172	print(f"Error generating response: {e}")	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	222	except Exception as e: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	242	except Exception as e: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	256	except Exception: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	353	except Exception as e: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	379	except Exception as e: # pylint: disable=broad-except	CODE
LOW	llm/rl-code-execution-sandbox/code/data_server.py	173	except Exception as e: # pylint: disable=broad-except	CODE
MEDIUM	llm/rl-code-execution-sandbox/code/data_server.py	174	print(f"Error loading dataset: {e}")	CODE
LOW	llm/distributed-rl-eval/src/eval_head.py	186	except Exception as e:	CODE
LOW	llm/distributed-rl-eval/src/eval_head.py	209	except Exception as e:	CODE
MEDIUM	llm/distributed-rl-eval/src/eval_head.py	210	# print(f"Error getting SkyServe services: {e}")	COMMENT
LOW	llm/distributed-rl-eval/src/eval_head.py	254	except Exception as e:	CODE
865 more matches not shown…

Self-Referential Comments276 hits · 818 pts

Severity	File	Line	Snippet	Context
MEDIUM	llm/rag/scripts/serve_rag.py	126	# Create a set to track unique content	COMMENT
MEDIUM	llm/rag/scripts/serve_rag.py	402	# Initialize global variables	COMMENT
MEDIUM	llm/rag/scripts/build_rag.py	91	# Create a temporary directory for building the database. The	COMMENT
MEDIUM	llm/batch_inference/batch_compute_vectors.py	84	# Create a unique worker ID	COMMENT
MEDIUM	llm/batch_inference/scripts/monitor_progress.py	462	# Create a dataset for each worker session	COMMENT
MEDIUM	llm/batch_inference/scripts/monitor_progress.py	485	# Create the dataset for this worker session	COMMENT
MEDIUM	llm/batch_inference/scripts/monitor_progress.py	705	# Create a bin key by rounding the timestamp to the nearest bin	COMMENT
MEDIUM	llm/batch_inference/scripts/monitor_progress.py	735	# Create a single data point at the current time with a value of 0	COMMENT
MEDIUM	llm/batch_inference/scripts/text_vector_processor.py	540	# Create the output directory if it doesn't exist	COMMENT
MEDIUM	sky/global_user_state.py	1105	# Create a priority expression: TERMINAL (0) before STATUS_CHANGE (1)	COMMENT
MEDIUM	sky/optimizer.py	129	# This function is effectful: mutates every node in 'dag' by setting	COMMENT
MEDIUM	sky/optimizer.py	566	# Define the decision variables.	COMMENT
MEDIUM	sky/optimizer.py	923	# The following code is to generate the table	COMMENT
MEDIUM	sky/optimizer.py	1083	# Create a temporary single-task DAG for optimization	COMMENT
MEDIUM	sky/provision/vsphere/instance.py	301	# Create the customization spec	COMMENT
MEDIUM	sky/provision/vsphere/instance.py	305	# Create a custom script to inject the ssh public key into the instance	COMMENT
MEDIUM	sky/provision/vsphere/vsphere_utils.py	226	# Create the Field if not exsit, then set value.	COMMENT
MEDIUM	sky/provision/vsphere/common/vapiconnect.py	63	# Create the stub for the session service and login by creating a session.	COMMENT
MEDIUM	sky/provision/vsphere/common/cls_api_helper.py	58	# Create a local content library backed the VC datastore	COMMENT
MEDIUM	sky/provision/vsphere/common/cls_api_helper.py	71	# Create a new library item in the content library for uploading the	COMMENT
MEDIUM	sky/provision/vsphere/common/cls_api_helper.py	151	# Create a library item	COMMENT
MEDIUM	sky/provision/vsphere/common/cls_api_helper.py	158	# Create a new upload session for uploading the files	COMMENT
MEDIUM	sky/provision/vsphere/common/vim_utils.py	22	# Create a set for the names for faster lookups	COMMENT
MEDIUM	sky/provision/oci/query_utils.py	299	# Create the skypilot_vcn and related resources	COMMENT
MEDIUM	sky/provision/oci/query_utils.py	341	# Create a public subnet.	COMMENT
MEDIUM	sky/provision/gcp/instance_utils.py	1131	# Create a new MIG with size 0 and resize it later for triggering	COMMENT
MEDIUM	sky/provision/gcp/config.py	738	# Create a SkyPilot VPC network if it doesn't exist	COMMENT
MEDIUM	sky/provision/gcp/volume_utils.py	17	# Define the default mapping from disk tiers to disk types.	COMMENT
MEDIUM	sky/provision/gcp/mig_utils.py	71	# Create the regional instance template request	COMMENT
MEDIUM	sky/provision/runpod/api/commands.py	1	"""This module provides functions to generate GraphQL mutations for deploying	STRING
MEDIUM	sky/provision/runpod/api/commands.py	58	"""This module provides functions to generate GraphQL mutations for	STRING
MEDIUM	sky/provision/runpod/api/pods.py	1	"""This module provides functions to generate GraphQL mutations for deploying	STRING
MEDIUM	sky/provision/primeintellect/utils.py	124	# Create a more informative error message	COMMENT
MEDIUM	sky/provision/lambda_cloud/lambda_utils.py	327	# Create a data structure that matches the API schema	COMMENT
MEDIUM	sky/provision/aws/config.py	161	# Create the placement group	COMMENT
MEDIUM	sky/provision/kubernetes/instance.py	571	# Create a set of pod names we're waiting for	COMMENT
MEDIUM	sky/provision/kubernetes/instance.py	729	# Create a set of pod names we're waiting for	COMMENT
MEDIUM	sky/provision/kubernetes/config.py	514	# Create the role in the skypilot-system namespace if it does not exist.	COMMENT
MEDIUM	sky/provision/kubernetes/config.py	526	# Create the role binding in the skypilot-system namespace, and have	COMMENT
MEDIUM	sky/skylet/constants.py	288	# Create a separate python environment for SkyPilot dependencies.	COMMENT
MEDIUM	sky/skylet/providers/ibm/vpc_provider.py	778	# Define the function parameters	COMMENT
MEDIUM	sky/skylet/providers/ibm/node_provider.py	732	# Create a VPC when creating a head node	COMMENT
MEDIUM	sky/backends/docker_utils.py	175	# Create an empty dir	COMMENT
MEDIUM	sky/backends/backend_utils.py	2111	# Create a session with retry logic	COMMENT
MEDIUM	sky/backends/local_docker_backend.py	98	# Define the Docker-in-Docker mount	COMMENT
MEDIUM	sky/catalog/common.py	472	# The following code is redundant with the code in resources.py::_set_cpus()	COMMENT
MEDIUM	sky/catalog/common.py	496	# The following code is partially redundant with the code in	COMMENT
MEDIUM	sky/catalog/hyperbolic_catalog.py	11	# Initialize cloud variable at module level	COMMENT
MEDIUM	sky/catalog/data_fetchers/fetch_vsphere.py	312	# Create an empty DataFrame with the desired columns	COMMENT
MEDIUM	sky/catalog/data_fetchers/fetch_seeweb.py	273	# Create a row for each region	COMMENT
MEDIUM⚡	sky/ssh_node_pools/deploy/deploy.py	956	# Create a Kubernetes Service for dcgm-exporter with Prometheus	STRING
MEDIUM	sky/ssh_node_pools/deploy/deploy.py	672	# Create the directory for the kubeconfig file if it doesn't exist	STRING
MEDIUM	sky/ssh_node_pools/deploy/tunnel/ssh-tunnel.sh	197	# Create a temporary file for the JSON output to avoid shell escaping issues	COMMENT
MEDIUM	sky/server/server.py	1209	# Create the session with the token	COMMENT
MEDIUM	sky/server/server.py	2102	# Create a temporary zip file	COMMENT
MEDIUM	sky/server/requests/process.py	73	# Define the worker function outside of the class to avoid pickling self	COMMENT
MEDIUM	sky/server/requests/queues/mp_queue.py	25	# Defining a local function instead of a lambda function	COMMENT
MEDIUM	sky/utils/directory_utils.py	5	# This file is in '<project_root>/sky/utils/directory_utils.py'	COMMENT
MEDIUM	sky/utils/context.py	416	# Create a copy of the current contextvars Context so that setting the	COMMENT
MEDIUM	sky/utils/context.py	442	# Create a copy of the current contextvars Context so that setting the	COMMENT
216 more matches not shown…

Unused Imports886 hits · 795 pts

Severity	File	Line	Context
LOW	llm/vicuna-llama-2/scripts/flash_attn_patch.py	2	CODE
LOW	llm/vicuna-llama-2/scripts/flash_attn_patch.py	10	CODE
LOW	llm/rag/scripts/serve_rag.py	8	CODE
LOW	llm/rag/scripts/serve_rag.py	10	CODE
LOW	llm/rag/scripts/serve_rag.py	10	CODE
LOW	llm/rag/scripts/serve_rag.py	20	CODE
LOW	llm/rag/scripts/compute_embeddings.py	8	CODE
LOW	llm/rag/scripts/build_rag.py	7	CODE
LOW	llm/rag/scripts/build_rag.py	19	CODE
LOW	llm/gpt-oss-finetuning/sft/train.py	10	CODE
LOW	llm/batch_inference/batch_compute_vectors.py	13	CODE
LOW	llm/batch_inference/batch_compute_vectors.py	14	CODE
LOW	llm/batch_inference/batch_compute_vectors.py	15	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	8	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	10	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	12	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	14	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	5	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	15	CODE
LOW	llm/distributed-rl-eval/src/eval_head.py	31	CODE
LOW	llm/distributed-rl-eval/src/game_server.py	9	CODE
LOW	llm/distributed-rl-eval/src/game_server.py	10	CODE
LOW	sky/execution.py	42	CODE
LOW	sky/execution.py	43	CODE
LOW	sky/global_user_state.py	44	CODE
LOW	sky/global_user_state.py	45	CODE
LOW	sky/global_user_state.py	47	CODE
LOW	sky/__init__.py	93	CODE
LOW	sky/__init__.py	94	CODE
LOW	sky/__init__.py	96	CODE
LOW	sky/__init__.py	97	CODE
LOW	sky/__init__.py	98	CODE
LOW	sky/__init__.py	99	CODE
LOW	sky/__init__.py	100	CODE
LOW	sky/__init__.py	101	CODE
LOW	sky/__init__.py	102	CODE
LOW	sky/__init__.py	103	CODE
LOW	sky/__init__.py	104	CODE
LOW	sky/__init__.py	105	CODE
LOW	sky/__init__.py	106	CODE
LOW	sky/__init__.py	107	CODE
LOW	sky/__init__.py	108	CODE
LOW	sky/__init__.py	109	CODE
LOW	sky/__init__.py	110	CODE
LOW	sky/__init__.py	111	CODE
LOW	sky/__init__.py	112	CODE
LOW	sky/__init__.py	113	CODE
LOW	sky/__init__.py	114	CODE
LOW	sky/__init__.py	115	CODE
LOW	sky/__init__.py	117	CODE
LOW	sky/__init__.py	118	CODE
LOW	sky/__init__.py	119	CODE
LOW	sky/__init__.py	120	CODE
LOW	sky/__init__.py	121	CODE
LOW	sky/__init__.py	122	CODE
LOW	sky/__init__.py	123	CODE
LOW	sky/__init__.py	124	CODE
LOW	sky/__init__.py	125	CODE
LOW	sky/__init__.py	126	CODE
LOW	sky/__init__.py	127	CODE
826 more matches not shown…

Cross-File Repetition132 hits · 660 pts

Severity	File	Line	Snippet	Context
HIGH	llm/rag/batch_compute_embeddings.py	0	calculate the range of indices this job should process. args: start_idx: global start index end_idx: global end index jo	STRING
HIGH	llm/batch_inference/batch_compute_vectors.py	0	calculate the range of indices this job should process. args: start_idx: global start index end_idx: global end index jo	STRING
HIGH	examples/vector_database/batch_compute_vectors.py	0	calculate the range of indices this job should process. args: start_idx: global start index end_idx: global end index jo	STRING
HIGH	sky/models.py	0	set state from pickled state, for backward compatibility.	STRING
HIGH	sky/resources.py	0	set state from pickled state, for backward compatibility.	STRING
HIGH	sky/serve/service_spec.py	0	set state from pickled state, for backward compatibility.	STRING
HIGH	sky/serve/replica_managers.py	0	set state from pickled state, for backward compatibility.	STRING
HIGH	sky/core.py	0	tears down the kubernetes cluster started by local_up.	STRING
HIGH	sky/server/server.py	0	tears down the kubernetes cluster started by local_up.	STRING
HIGH	sky/client/sdk.py	0	tears down the kubernetes cluster started by local_up.	STRING
HIGH	sky/skylet/job_lib.py	0	convert this python enum value to protobuf enum value.	STRING
HIGH	sky/skylet/autostop_lib.py	0	convert this python enum value to protobuf enum value.	STRING
HIGH	sky/jobs/state.py	0	convert this python enum value to protobuf enum value.	STRING
HIGH	sky/skylet/log_lib.py	0	process the stream of a process in threads, blocking.	STRING
HIGH	…s/testdata/slurm_codegen/slurm_single_node_with_gpu.py	0	process the stream of a process in threads, blocking.	STRING
HIGH	…testdata/slurm_codegen/slurm_codegen_with_container.py	0	process the stream of a process in threads, blocking.	STRING
HIGH	…/backends/testdata/ray_codegen/single_node_with_gpu.py	0	process the stream of a process in threads, blocking.	STRING
HIGH	…sky/backends/testdata/ray_codegen/multi_node_2nodes.py	0	process the stream of a process in threads, blocking.	STRING
HIGH	sky/skylet/log_lib.py	0	runs a command and logs its output to a file. args: cmd: the command to run. log_path: the path to the log file. stream_	STRING
HIGH	…s/testdata/slurm_codegen/slurm_single_node_with_gpu.py	0	runs a command and logs its output to a file. args: cmd: the command to run. log_path: the path to the log file. stream_	STRING
HIGH	…testdata/slurm_codegen/slurm_codegen_with_container.py	0	runs a command and logs its output to a file. args: cmd: the command to run. log_path: the path to the log file. stream_	STRING
HIGH	…/backends/testdata/ray_codegen/single_node_with_gpu.py	0	runs a command and logs its output to a file. args: cmd: the command to run. log_path: the path to the log file. stream_	STRING
HIGH	…sky/backends/testdata/ray_codegen/multi_node_2nodes.py	0	runs a command and logs its output to a file. args: cmd: the command to run. log_path: the path to the log file. stream_	STRING
HIGH	sky/skylet/log_lib.py	0	\ #!/bin/bash source ~/.bashrc set -a . $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| tru	STRING
HIGH	…s/testdata/slurm_codegen/slurm_single_node_with_gpu.py	0	\ #!/bin/bash source ~/.bashrc set -a . $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| tru	STRING
HIGH	…testdata/slurm_codegen/slurm_codegen_with_container.py	0	\ #!/bin/bash source ~/.bashrc set -a . $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| tru	STRING
HIGH	…/backends/testdata/ray_codegen/single_node_with_gpu.py	0	\ #!/bin/bash source ~/.bashrc set -a . $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| tru	STRING
HIGH	…sky/backends/testdata/ray_codegen/multi_node_2nodes.py	0	\ #!/bin/bash source ~/.bashrc set -a . $(conda info --base 2> /dev/null)/etc/profile.d/conda.sh > /dev/null 2>&1 \|\| tru	STRING
HIGH	sky/catalog/verda_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/yotta_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/vsphere_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/vast_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/scp_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/lambda_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/nebius_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/seeweb_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/paperspace_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/runpod_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/oci_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/mithril_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/shadeform_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/fluidstack_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/do_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/primeintellect_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/cudo_catalog.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/clouds/primeintellect.py	0	returns the cost, or the cheapest cost among all zones for spot.	STRING
HIGH	sky/catalog/verda_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/yotta_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/paperspace_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/runpod_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/shadeform_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/do_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/primeintellect_catalog.py	0	returns a list of instance types that have the given accelerator.	STRING
HIGH	sky/catalog/vsphere_catalog.py	0	returns a list of instance types satisfying the required count of accelerators with sorted prices and a list of candidat	STRING
HIGH	sky/catalog/fluidstack_catalog.py	0	returns a list of instance types satisfying the required count of accelerators with sorted prices and a list of candidat	STRING
HIGH	sky/catalog/cudo_catalog.py	0	returns a list of instance types satisfying the required count of accelerators with sorted prices and a list of candidat	STRING
HIGH	sky/catalog/scp_catalog.py	0	filter the instance types based on resource requirements. returns a list of instance types satisfying the required count	STRING
HIGH	sky/catalog/lambda_catalog.py	0	filter the instance types based on resource requirements. returns a list of instance types satisfying the required count	STRING
HIGH	sky/catalog/nebius_catalog.py	0	filter the instance types based on resource requirements. returns a list of instance types satisfying the required count	STRING
HIGH	sky/catalog/azure_catalog.py	0	filter the instance types based on resource requirements. returns a list of instance types satisfying the required count	STRING
72 more matches not shown…

Docstring Block Structure124 hits · 620 pts

Severity	File	Line	Snippet	Context
HIGH	sky/task.py	131	Validates a valid docker login config in task_envs and task_secrets. Docker login variables must be specified toget	STRING
HIGH	sky/task.py	1217	Updates environment variables for use inside the setup/run commands. Args: envs: (optional) either a	STRING
HIGH	sky/task.py	1265	Updates secret env vars for use inside the setup/run commands. Args: secrets: (optional) either a lis	STRING
HIGH	sky/task.py	1495	Updates the file mounts for this task. Different from set_file_mounts(), this function updates into the	STRING
HIGH	sky/task.py	1533	Sets the storage mounts for this task. Storage mounts are a dictionary: ``{mount_path: sky.Storage object}``,	STRING
HIGH	sky/task.py	1598	Updates the storage mounts for this task. Different from set_storage_mounts(), this function updates into the	STRING
HIGH	sky/cloud_stores.py	217	Returns whether 'url' of the AZ Container is a directory. In cloud object stores, a "directory" refers to a reg	STRING
HIGH	sky/execution.py	716	Launches a cluster or task. The task's setup and run commands are executed under the task's workdir (when speci	STRING
HIGH	sky/execution.py	935	Executes a task on an existing cluster. This function performs two actions: (1) workdir syncing, if the task h	STRING
HIGH	sky/global_user_state.py	1934	Resolve cluster_hash from either cluster_hash or cluster_name. Validates that exactly one of cluster_hash or cluste	STRING
HIGH	sky/core.py	72	Finds the best execution plan for the given DAG. Args: dag: the DAG to optimize. minimize: whether	STRING
HIGH	sky/core.py	378	Gets the endpoint for a given cluster and port number (endpoint). Args: cluster: The name of the cluster.	STRING
HIGH	sky/core.py	1489	Tails per-event lifecycle-hook logs of a cluster. Args: cluster_name: name of the cluster. event: o	STRING
HIGH	sky/core.py	1535	Downloads the logs of jobs. Args: cluster_name: (str) name of the cluster. job_ids: (List[str]) job	STRING
HIGH	sky/core.py	1577	Get the status of jobs. Args: cluster_name: (str) name of the cluster. job_ids: (List[str]) job ids	STRING
HIGH	sky/core.py	1833	Gets Slurm real-time GPU availability grouped by partition. This function calls the Slurm backend to fetch GPU info	STRING
HIGH	sky/core.py	1974	Create a debug dump for troubleshooting. Args: request_ids: List of request IDs or prefixes to include in t	STRING
HIGH	sky/admin_policy.py	215	Validates and mutates the user request and returns mutated request. Args: user_request: The user re	STRING
HIGH	sky/admin_policy.py	240	Validates and mutates the user request and returns mutated request. Args: user_request: The user re	STRING
HIGH	sky/optimizer.py	1043	Optimize a JobGroup DAG. This method optimizes all tasks in a JobGroup to run on the same infrastructur	STRING
HIGH	sky/resources.py	198	Initialize a Resources object. All fields are optional. ``Resources.is_launchable`` decides whether th	STRING
HIGH	sky/provision/mithril/utils.py	408	Wait for a bid to create instances and for them to have SSH destinations. Args: bid_name: The name of the b	STRING
HIGH	sky/provision/mithril/utils.py	688	Update a spot bid to pause or unpause it. Args: bid_id: The FID of the bid to update. paused: True	STRING
HIGH	sky/provision/slurm/utils.py	866	Resolve a canonical GPU name to the raw GRES type on a Slurm cluster. Queries live node metadata and applies fuzzy	STRING
HIGH	sky/provision/primeintellect/utils.py	193	Create a pod/instance via Prime Intellect API. Args: name: User-visible name of the pod.	STRING
HIGH	sky/provision/aws/config.py	723	Find or create a security group in the specified VPC. Args: ec2: The initialized EC2 client object.	STRING
HIGH	sky/provision/kubernetes/utils.py	2491	Returns the label key and value for the given GPU/TPU type. Args: acc_type: The GPU/TPU type required by th	STRING
HIGH	sky/metrics/utils.py	371	Starts a port forward to a service in a Kubernetes cluster. Args: context: Kubernetes context name n	STRING
HIGH	sky/metrics/utils.py	506	Sends a metrics request to a Prometheus endpoint via port forwarding. Args: context: Kubernetes context name	STRING
HIGH	sky/metrics/utils.py	646	Get GPU metrics for a single Kubernetes context. Args: context: Kubernetes context name stats: Optio	STRING
HIGH	sky/metrics/utils.py	690	Get Sky Endpoint serving-engine metrics for a single K8s context. Mirrors get_metrics_for_context() but federates t	STRING
HIGH	sky/backends/backend_utils.py	2419	Check if the task is compatible to clone disk from the source cluster. Args: cluster_name: The name of the	STRING
HIGH	sky/backends/backend_utils.py	3215	Refresh the cluster, and return the possibly updated record. The function will update the cached cluster status in	STRING
HIGH	sky/backends/backend_utils.py	3522	Check if the jobs/serve controller is up. The controller is accessible when it is in UP or INIT state, and the ssh	STRING
HIGH	sky/backends/backend_utils.py	4335	Gets the endpoint for a given cluster and port number (endpoint). Args: cluster: The name of the cluster.	STRING
HIGH	sky/backends/cloud_vm_ray_backend.py	5955	Runs 'cmd' on the cluster's head node. It will try to fetch the head node IP if it is not cached. Args	STRING
HIGH	sky/server/server.py	3439	Serves the Next.js dashboard application. Args: request: The incoming HTTP request (used to attach the CSP	STRING
HIGH	sky/server/common.py	396	Make an authenticated async HTTP request to the API server using aiohttp. Automatically handles service account tok	STRING
HIGH	sky/server/common.py	873	Check if the API server is healthy. Args: endpoint (Optional[str]): The endpoint of the API server.	STRING
HIGH	sky/server/versions.py	230	Decorator to enforce a minimum remote API version for an SDK function. New SDK method must be decorated with this d	STRING
HIGH	sky/utils/git.py	98	Parse git URL into components. Supports various git URL formats: - HTTPS: https://github.com/user/repo.	STRING
HIGH	sky/utils/context_utils.py	187	Decorator to make a synchronous function cancellable via context. Guards the function execution by checking context	STRING
HIGH	sky/utils/locks.py	76	Acquire the lock. Args: blocking: If True, block until lock is acquired or timeout.	STRING
HIGH	sky/utils/interactive_utils.py	31	Receive file descriptor via Unix socket using SCM_RIGHTS. Args: sock: Connected Unix socket. Returns:	STRING
HIGH	sky/utils/dag_utils.py	440	Load a JobGroup from a multi-document YAML file. JobGroup YAML format: --- name: my-job-group	STRING
HIGH	sky/utils/infra_utils.py	39	Parse the infra string into cloud, region, and zone components. The format of the infra string is `cloud`, `clo	STRING
HIGH	sky/utils/subprocess_utils.py	226	Run a function in parallel on a list of arguments. Args: func: The function to run in parallel args	STRING
HIGH	sky/utils/common_utils.py	570	Redact sensitive values from --secret arguments. Args: argv: Command line arguments Returns: M	STRING
HIGH	sky/utils/resources_utils.py	112	Validate and normalize a local_disk string to canonical form. Accepts various input formats and normalizes to 'mode	STRING
HIGH	sky/utils/resources_utils.py	206	Check if launched local disk satisfies the requested requirement. Used by Resources.less_demanding_than() to valida	STRING
HIGH	sky/utils/resources_utils.py	579	Parse a time string using the given unit multipliers. Args: time: Time string with optional unit suffix.	STRING
HIGH	sky/utils/resources_utils.py	611	Convert a time string to minutes. Args: time: Time string with optional unit suffix (e.g., '30m', '2h', '1d	STRING
HIGH	sky/utils/resources_utils.py	627	Convert a time string to seconds. Args: time: Time string with optional unit suffix (e.g., '30s', '5m', '1h	STRING
HIGH	sky/workspaces/core.py	467	Updates a specific workspace configuration. Args: workspace_name: The name of the workspace to update.	STRING
HIGH	sky/workspaces/core.py	525	Creates a new workspace configuration. Args: workspace_name: The name of the workspace to create. c	STRING
HIGH	sky/workspaces/core.py	573	Deletes a workspace configuration. Args: workspace_name: The name of the workspace to delete. Returns:	STRING
HIGH	sky/workspaces/core.py	630	Updates the entire SkyPilot configuration. Args: config: The new configuration to save. Returns:	STRING
HIGH	sky/workspaces/core.py	1163	Resolves the effective workspace for a user when none was set. Precedence (a future admin-assignment tier can splic	STRING
HIGH	sky/clouds/slurm.py	884	Validate region (cluster) and zone (partition). Args: region: Slurm cluster name. zone:	STRING
HIGH	sky/clouds/kubernetes.py	1431	Returns the user identity for a specific Kubernetes context. Args: context: The name of the Kuberne	STRING
64 more matches not shown…

Redundant / Tautological Comments362 hits · 547 pts

Severity	File	Line	Snippet	Context
LOW⚡	llm/train-eval-jobgroup/code/evaluator.py	181	# Check if training is complete (look for training_complete marker)	COMMENT
LOW	llm/rl-post-training-jobgroup/code/reward_server.py	111	# Check if answers match	COMMENT
LOW	llm/rag/scripts/serve_rag.py	313	# Check if the request exists and is ready for LLM processing	COMMENT
LOW	llm/kimi-k2/kimi-k2.sky.yaml	38	# Set VLLM_HOST_IP to the IP of the current node based on rank	COMMENT
LOW⚡	sky/task.py	154	# Check if any docker variables exist	COMMENT
LOW⚡	sky/task.py	158	# Check if variables are split across envs and secrets	COMMENT
LOW⚡	sky/task.py	167	# Check if all variables are present in the chosen location	COMMENT
LOW	sky/task.py	857	# Check if it is str path	COMMENT
LOW	sky/task.py	1068	# Check if this is an ephemeral volume config or external volume	COMMENT
LOW	sky/execution.py	833	# Check if cluster exists and we are doing fast provisioning	COMMENT
LOW	sky/execution.py	1000	# Check if cluster is autostopping - reject exec on autostopping clusters	COMMENT
LOW	sky/global_user_state.py	2263	# Check if we need to fetch the current user's name,	COMMENT
LOW	sky/core.py	1171	# Check if autostop/autodown is required and supported	COMMENT
LOW	sky/optimizer.py	1440	# Check if there exists launchable resources	COMMENT
LOW	sky/resources.py	1516	# Check if the single key matches the region or is None (any region)	COMMENT
LOW	sky/resources.py	1562	# Check if any of the specified images are not docker images	COMMENT
LOW	sky/resources.py	2238	# Check if we have any free resources	COMMENT
LOW	sky/provision/docker_utils.py	260	# Set returncode to 1 if failed to connect to docker	COMMENT
LOW	sky/provision/provisioner.py	632	# Check if head node Ray is alive	COMMENT
LOW	sky/provision/provisioner.py	662	# Check if head node Ray is alive	COMMENT
LOW	sky/provision/vsphere/instance.py	153	# Check if the user want to create a cpu or a gpu instance by checking if	COMMENT
LOW	sky/provision/vsphere/instance.py	159	# Check if the user want to create a cpu instance	COMMENT
LOW	sky/provision/mithril/instance.py	97	# Check if there's a paused bid that needs to be resumed	COMMENT
LOW	sky/provision/mithril/instance.py	147	# Check if we have enough instances	COMMENT
LOW	sky/provision/mithril/utils.py	266	# Check if we should retry based on status code	COMMENT
LOW	sky/provision/mithril/utils.py	327	# Check if this key already exists	COMMENT
LOW	sky/provision/slurm/instance.py	376	# Check if job already exists	COMMENT
LOW	sky/provision/slurm/instance.py	969	# Check if we are running inside a Slurm cluster (only happens with	COMMENT
LOW	sky/provision/slurm/utils.py	622	# Check if gpu_partition_map redirects this GPU type to use	COMMENT
LOW	sky/provision/slurm/utils.py	670	# Check if CPU and memory requirements are met on at least one	COMMENT
LOW	sky/provision/hyperbolic/instance.py	349	# Check if any instances are in ONLINE state	COMMENT
LOW	sky/provision/hyperbolic/instance.py	354	# Check if any instances are in a failed state	COMMENT
LOW⚡	sky/provision/hyperbolic/instance.py	365	# Check if any instances are in TERMINATED state	COMMENT
LOW⚡	sky/provision/hyperbolic/instance.py	375	# Check if any instances are in TERMINATED state	COMMENT
LOW⚡	sky/provision/hyperbolic/instance.py	380	# Check if any instances are in a failed state	COMMENT
LOW	sky/provision/hyperbolic/instance.py	391	# Check if any instances are in ONLINE state	COMMENT
LOW	sky/provision/cudo/cudo_wrapper.py	120	# Check if this machine type matches our requirements	COMMENT
LOW	sky/provision/verda/instance.py	167	# Check if it's a resource unavailability error	COMMENT
LOW	sky/provision/verda/instance.py	321	# Check if all terminated instances are gone	COMMENT
LOW	sky/provision/gcp/instance.py	327	# Check if the number of running instances is the same as the requested.	COMMENT
LOW	sky/provision/gcp/instance.py	500	# Check if the instance is actually stopped.	COMMENT
LOW	sky/provision/gcp/config.py	180	# Check if we have any TPUs defined, and if so,	COMMENT
LOW	sky/provision/gcp/config.py	533	# Check if the required ports are a subset of the effective ports	COMMENT
LOW	sky/provision/gcp/config.py	721	# Check if VPC for subnet has sufficient firewall rules.	COMMENT
LOW	sky/provision/gcp/config.py	786	# Check if VPC exists	COMMENT
LOW	sky/provision/gcp/config.py	796	# Check if subnet exists	COMMENT
LOW	sky/provision/gcp/config.py	849	# Check if VPC exists	COMMENT
LOW	sky/provision/gcp/constants.py	148	# Check if filesystem is already formatted (ext4)	COMMENT
LOW	sky/provision/gcp/constants.py	167	# Check if already mounted	COMMENT
LOW	sky/provision/primeintellect/instance.py	329	# Check if all terminated instances are gone	COMMENT
LOW	sky/provision/primeintellect/utils.py	66	# Check if it's a resource unavailability error	COMMENT
LOW	sky/provision/primeintellect/utils.py	307	# Check if the public key is already added	COMMENT
LOW	sky/provision/lambda_cloud/lambda_utils.py	310	# Check if this rule already exists to avoid duplicates	COMMENT
LOW	sky/provision/kubernetes/instance.py	661	# Check if cluster is autoscaling and update spinner message.	COMMENT
LOW	sky/provision/kubernetes/instance.py	771	# Check if pod is terminated/preempted/failed (unchanged).	COMMENT
LOW	sky/provision/kubernetes/instance.py	1212	# Check if the error is due to the AppArmor annotation and retry.	COMMENT
LOW	sky/provision/kubernetes/instance.py	1673	# Check if any PVCs with access mode ReadWriteOnce or ReadWriteOncePod	COMMENT
LOW	sky/provision/kubernetes/instance.py	2274	# Check if node is cordoned (unschedulable)	COMMENT
LOW	sky/provision/kubernetes/instance.py	3072	# Check if the pods are running or pending	COMMENT
LOW⚡	sky/provision/kubernetes/volume.py	718	# Check if PV matches storage class	COMMENT
302 more matches not shown…

Deep Nesting704 hits · 532 pts

Severity	File	Line	Context
LOW	llm/train-eval-jobgroup/code/evaluator.py	95	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	107	CODE
LOW	llm/rl-post-training-jobgroup/code/trainer.py	347	CODE
LOW	llm/rag/scripts/build_rag.py	63	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	62	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	196	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	233	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	532	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	598	CODE
LOW	llm/batch_inference/scripts/monitor_progress.py	813	CODE
LOW	llm/batch_inference/scripts/base_vector_processor.py	203	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	140	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	111	CODE
LOW	llm/rl-code-execution-sandbox/code/trainer.py	361	CODE
LOW	llm/distributed-rl-eval/src/eval_head.py	123	CODE
LOW	llm/distributed-rl-eval/src/eval_head.py	289	CODE
LOW	sky/task.py	2202	CODE
LOW	sky/task.py	556	CODE
LOW	sky/task.py	649	CODE
LOW	sky/task.py	1045	CODE
LOW	sky/task.py	1214	CODE
LOW	sky/task.py	1262	CODE
LOW	sky/task.py	1332	CODE
LOW	sky/task.py	1668	CODE
LOW	sky/task.py	1929	CODE
LOW	sky/task.py	1980	CODE
LOW	sky/sky_logging.py	166	CODE
LOW	sky/cloud_stores.py	216	CODE
LOW	sky/execution.py	112	CODE
LOW	sky/execution.py	202	CODE
LOW	sky/execution.py	343	CODE
LOW	sky/execution.py	688	CODE
LOW	sky/check.py	148	CODE
LOW	sky/check.py	597	CODE
LOW	sky/check.py	683	CODE
LOW	sky/check.py	181	CODE
LOW	sky/check.py	215	CODE
LOW	sky/global_user_state.py	397	CODE
LOW	sky/global_user_state.py	678	CODE
LOW	sky/global_user_state.py	987	CODE
LOW	sky/global_user_state.py	2093	CODE
LOW	sky/global_user_state.py	2655	CODE
LOW	sky/skypilot_config.py	621	CODE
LOW	sky/skypilot_config.py	1072	CODE
LOW	sky/skypilot_config.py	1266	CODE
LOW	sky/core.py	560	CODE
LOW	sky/core.py	1667	CODE
LOW	sky/authentication.py	102	CODE
LOW	sky/authentication.py	249	CODE
LOW	sky/optimizer.py	1548	CODE
LOW	sky/optimizer.py	1617	CODE
LOW	sky/optimizer.py	1671	CODE
LOW	sky/optimizer.py	239	CODE
LOW	sky/optimizer.py	429	CODE
LOW	sky/optimizer.py	738	CODE
LOW	sky/optimizer.py	999	CODE
LOW	sky/optimizer.py	1094	CODE
LOW	sky/optimizer.py	1262	CODE
LOW	sky/optimizer.py	1312	CODE
LOW	sky/optimizer.py	1381	CODE
644 more matches not shown…

Over-Commented Block423 hits · 350 pts

Severity	File	Line	Snippet	Context
LOW	requirements-dev.txt	1	# formatting	COMMENT
LOW	requirements-dev.txt	41	# For mocking AWS	COMMENT
LOW	requirements-dev.txt	61	grpcio-tools==1.63.0	COMMENT
LOW	format.sh	1	#!/usr/bin/env bash	COMMENT
LOW	llm/train-eval-jobgroup/train-eval-jobgroup.yaml	1	# Parallel Training and Evaluation with Shared Volume	COMMENT
LOW	llm/train-eval-jobgroup/train-eval-ckpts-volume.yaml	1	# Volume definition for train-eval-jobgroup shared checkpoint storage	COMMENT
LOW	…/rl-post-training-jobgroup/rlhf-math-jobgroup-cpu.yaml	1	# RLHF Math Training with Job Groups - CPU Test Version	COMMENT
LOW	llm/rl-post-training-jobgroup/rlhf-math-jobgroup.yaml	1	# RLHF Math Training with Job Groups	COMMENT
LOW	llm/rl-post-training-jobgroup/rlhf-math-jobgroup.yaml	21	# cache-aware load balancing across all SGLang instances for optimal KV cache reuse.	COMMENT
LOW	llm/rl-post-training-jobgroup/rlhf-policy-volume.yaml	1	# Volume definition for rl-post-training-jobgroup shared policy weights.	COMMENT
LOW	llm/vicuna-llama-2/scripts/hardcoded_questions.py	1	# This code is based on lmsys-org/fastchat. Below is the original copyright:	COMMENT
LOW	llm/vicuna-llama-2/scripts/train_xformers.py	1	# This code is based on lmsys-org/fastchat. Below is the original copyright:	COMMENT
LOW	llm/vicuna-llama-2/scripts/xformers_patch.py	1	# This code is based on lmsys-org/fastchat. Below is the original copyright:	COMMENT
LOW	llm/vicuna-llama-2/scripts/train.py	1	# This code is based on tatsu-lab/stanford_alpaca. Below is the original copyright:	COMMENT
LOW	llm/vicuna-llama-2/scripts/train.py	21	# Licensed under the Apache License, Version 2.0 (the "License");	COMMENT
LOW	llm/llama-3_2/llama3_2-vision-11b.yaml	1	# Serving Meta Llama 3.2 on your own infra.	COMMENT
LOW	llm/llama-3_2/llama3_2-vision-11b.yaml	21	# },	COMMENT
LOW	llm/llama-3_2/llama3_2-vision-11b.yaml	41	# curl -L $ENDPOINT/v1/models	COMMENT
LOW	llm/llama-3_2/llama3_2.yaml	1	# Serving Meta Llama 3.2 on your own infra.	COMMENT
LOW	llm/llama-3_2/llama3_2.yaml	21	# },	COMMENT
LOW	llm/llama-3_2/llama3_2.yaml	41	# curl -L $ENDPOINT/v1/models	COMMENT
LOW	llm/llama-3/llama3.yaml	1	# Serving Meta Llama-3 on your own infra.	COMMENT
LOW	llm/llama-3/llama3.yaml	21	# },	COMMENT
LOW	llm/llama-3/llama3.yaml	41	# curl -L $ENDPOINT/v1/models	COMMENT
LOW	llm/llama-3/gui.yaml	1	# Starts a GUI server that connects to the Llama-3 OpenAI API server.	COMMENT
LOW	llm/qwen/gui.yaml	1	# Starts a GUI server that connects to the Qwen OpenAI API server.	COMMENT
LOW	llm/llama-3_1-finetuning/configs/8B-lora.yaml	1	# Config for multi-device LoRA finetuning in lora_finetune_distributed.py	COMMENT
LOW	llm/verl/multinode.yaml	1	# Multi-node distributed training with Verl (Volcano Engine Reinforcement Learning) framework.	COMMENT
LOW	llm/verl/multinode.yaml	161	trainer.resume_mode=auto 2>&1 \| tee verl_training.log	COMMENT
LOW	…rch-tooling/verl-search-interaction-google-search.yaml	1	# Search Tool Interaction Inference (Google Search backend)	COMMENT
LOW	…search-tooling/verl-search-interaction-rl-trainer.yaml	1	# Search Tool Interaction Training with VERL (RL Trainer)	COMMENT
LOW	llm/verl/search-tooling/verl-search-interaction.yaml	1	# Search Tool Interaction Training with VERL	COMMENT
LOW	llm/verl/search-tooling/verl-search-interaction.yaml	141	# conda init	COMMENT
LOW	…verl/search-tooling/verl-search-interaction-infer.yaml	1	# Search Tool Interaction Inference	COMMENT
LOW	…/search-tooling/verl-search-interaction-retrieval.yaml	1	# Search Tool Retrieval Service	COMMENT
LOW	llm/dbrx/dbrx.yaml	1	# Serving Databricks DBRX on your own infra.	COMMENT
LOW	llm/dbrx/dbrx.yaml	21	# "role": "user",	COMMENT
LOW	llm/rl-code-execution-sandbox/rl-code-jobgroup.yaml	1	# RL Code-Execution Training with Job Groups (sandbox-backed reward)	COMMENT
LOW	llm/rl-code-execution-sandbox/rl-code-jobgroup.yaml	21	#	COMMENT
LOW	llm/rl-code-execution-sandbox/rl-code-jobgroup-cpu.yaml	1	# RL Code-Execution Training with Job Groups - CPU Test Version	COMMENT
LOW	llm/rl-code-execution-sandbox/rl-code-volume.yaml	1	# Volume definition for rl-code-execution-sandbox shared policy weights.	COMMENT
LOW	llm/llama-4-finetuning/llama-4-maverick.yaml	21	# /checkpoints directory to write checkpoints, which writes to local disk first	COMMENT
LOW	llm/llama-4-finetuning/llama-4-scout-sft.yaml	21	# /checkpoints directory to write checkpoints, which writes to local disk first	COMMENT
LOW	llm/llama-4-finetuning/llama-4-maverick-lora.yaml	21		COMMENT
LOW	llm/llama-4-finetuning/llama-4-maverick-sft.yaml	21	# /checkpoints directory to write checkpoints, which writes to local disk first	COMMENT
LOW	llm/llama-4-finetuning/configs/llama4_lora_sft.yaml	41	ddp_timeout: 180000000	COMMENT
LOW	…4-finetuning/configs/llama4_maverick_full_sft_cpu.yaml	41	bf16: true	COMMENT
LOW	llm/ollama/ollama.yaml	1	# Run LLMs on CPUs with Ollama	COMMENT
LOW	llm/fairseq2/sft.sky.yaml	1	# Fairseq2: Instruction Fine-tuning LLMs on SkyPilot	COMMENT
LOW	llm/fairseq2/multinode.sky.yaml	1	# Fairseq2: Multi-node Fine-tuning on SkyPilot	COMMENT
LOW	llm/falcon/train.py	1	# Adapted from https://gist.github.com/pacman100/1731b41f7a90a87b457e8c5415ff1c14	COMMENT
LOW	llm/llama-3_1/llama-3_1.yaml	1	# Serving Meta Llama-3.1 on your own infra.	COMMENT
LOW	llm/llama-3_1/llama-3_1.yaml	21	# "role": "system",	COMMENT
LOW	llm/llama-3_1/llama-3_1.yaml	41	# ENDPOINT=$(sky serve status --endpoint llama31)	COMMENT
LOW	sky/task.py	721	# Unlike envs, a null-valued secret in dict form (e.g. ``API_KEY:``	COMMENT
LOW	sky/task.py	921		COMMENT
LOW	sky/task.py	1621	return self.set_storage_mounts(task_storage_mounts)	COMMENT
LOW	sky/cloud_stores.py	181	class AzureBlobCloudStorage(CloudStorage):	COMMENT
LOW	sky/execution.py	401	if controller_utils.high_availability_specified(cluster_name):	COMMENT
LOW	sky/execution.py	841	# concurrent calls from queueing up many sequential reprovision	COMMENT
363 more matches not shown…

Structural Annotation Overuse148 hits · 243 pts

Severity	File	Line	Snippet	Context
LOW	llm/gpt-oss/README.md	15	## Step 0: Setup infrastructure	COMMENT
LOW	llm/gpt-oss/README.md	32	## Step 1: Run gpt-oss models	COMMENT
LOW	llm/gpt-oss/README.md	48	## Step 2: Get results	COMMENT
LOW	llm/gpt-oss/README.md	103	## Step 3: Scale with SkyServe	COMMENT
LOW	llm/gemma3/README.md	22	## Step 0: Setup	COMMENT
LOW	llm/gemma3/README.md	41	## Step 1: Run it with SkyPilot	COMMENT
LOW	llm/gemma3/README.md	53	## Step 2: Get Results	COMMENT
LOW	llm/rag/README.md	27	## Step 0: Set Up The Environment	COMMENT
LOW	llm/rag/README.md	39	## Step 1: Compute Embeddings from Legal Documents	COMMENT
LOW	llm/rag/README.md	109	## Step 2: Build RAG with Vector Database	COMMENT
LOW	llm/rag/README.md	123	## Step 3: Serve the RAG	COMMENT
LOW	llm/rag/scripts/templates/index.html	296	// Step 1: Get documents first	COMMENT
LOW	llm/rag/scripts/templates/index.html	340	// Step 2: Start the LLM reasoning process in the background	COMMENT
LOW	llm/gpt-oss-finetuning/README.md	15	## Step 0: Setup infrastructure	COMMENT
LOW	llm/gpt-oss-finetuning/README.md	44	## Step 1: Run gpt-oss models	COMMENT
LOW	llm/gpt-oss-finetuning/README.md	122	## Step 2: Monitor and get results	COMMENT
LOW	llm/falcon_h1/Readme.md	20	## Step 0: Install SkyPilot	COMMENT
LOW	llm/falcon_h1/Readme.md	34	## Step 1: Run it with SkyPilot	COMMENT
LOW	llm/falcon_h1/Readme.md	62	## Step 2: Get Results	COMMENT
LOW	llm/deepseek-r1-distilled/README.md	19	## Step 0: Bring any infra	COMMENT
LOW	llm/deepseek-r1-distilled/README.md	43	## Step 1: Run it with SkyPilot	COMMENT
LOW	llm/deepseek-r1-distilled/README.md	72	## Step 2: Get Results	COMMENT
LOW	llm/deepseek-janus/README.md	13	## Step 0: Bring any infra	COMMENT
LOW	llm/deepseek-janus/README.md	29	## Step 1: Run it with SkyPilot	COMMENT
LOW	llm/deepseek-janus/README.md	74	## Step 2: Access the deployed server	COMMENT
LOW	llm/llama-3_1/README.md	38	### Step 0: Bring your infra	COMMENT
LOW	llm/llama-3_1/README.md	69	### Step 1: Get a GPU dev node (pod or VM)	COMMENT
LOW	llm/llama-3_1/README.md	91	### Step 2: Inside the dev node, test serving	COMMENT
LOW	llm/llama-3_1/README.md	152	### Step 3: Package and deploy using SkyPilot	COMMENT
LOW	sky/optimizer.py	1105	# Step 1: Get feasible resources for each task	COMMENT
LOW	sky/optimizer.py	1130	# Step 2: Find common cloud+region combinations	COMMENT
LOW	sky/optimizer.py	1141	# Step 3: Select best infra based on minimize target	COMMENT
LOW	sky/optimizer.py	1163	# Step 4: Assign resources for each task on the selected infra	COMMENT
LOW	sky/optimizer.py	1196	# Step 5: Print optimizer table for job groups	COMMENT
LOW	sky/provision/nebius/utils.py	383	# Step 1: kick off async deletion of all rules.	COMMENT
LOW	sky/provision/nebius/utils.py	400	# Step 2: delete the SG with retry-on-dependency.	COMMENT
LOW	sky/catalog/data_fetchers/fetch_seeweb.py	71	# Step 1: Try to get from config file	COMMENT
LOW	sky/catalog/data_fetchers/fetch_seeweb.py	82	# Step 2: Try environment variable	COMMENT
LOW	sky/ssh_node_pools/deploy/deploy.py	478	# Step 1: Install k3s on the head node	COMMENT
LOW⚡	sky/ssh_node_pools/deploy/deploy.py	654	# Step 3: Configure local kubectl to connect to the cluster	STRING
LOW⚡	sky/ssh_node_pools/deploy/deploy.py	965	# Step 1: Get the selector labels from the dcgm-exporter DaemonSet	STRING
LOW	sky/ssh_node_pools/deploy/deploy.py	602	# Step 2: Install k3s on worker nodes and join them to the master node	STRING
LOW	sky/ssh_node_pools/deploy/deploy.py	992	# Step 2: Create the Service with the discovered selector	STRING
LOW⚡	sky/utils/git.py	264	# Step 2: Try with token if provided	COMMENT
LOW⚡	sky/utils/git.py	283	# Step 3: Try SSH access with available keys	COMMENT
LOW⚡	sky/utils/git.py	385	# Step 1: Check provided SSH key path first	COMMENT
LOW⚡	sky/utils/git.py	416	# Step 2: Check SSH config for host-specific configuration	COMMENT
LOW⚡	sky/utils/git.py	427	# Step 3: Search for default SSH keys	COMMENT
LOW	sky/utils/git.py	237	# Step 1: Try public access first (most common case)	COMMENT
LOW	sky/utils/command_runner.py	882	# Step 1: Transfer the script to remote machine using rsync	COMMENT
LOW	sky/utils/command_runner.py	893	# Step 2: Execute the script on remote machine	COMMENT
LOW	sky/utils/controller_utils.py	1102	# Step 1: Translate the workdir to SkyPilot storage.	COMMENT
LOW	sky/utils/controller_utils.py	1136	# Step 2: Translate the local file mounts with folder in src to SkyPilot	COMMENT
LOW	sky/utils/controller_utils.py	1164	# Step 3: Translate local file mounts with file in src to SkyPilot storage.	COMMENT
LOW	sky/utils/controller_utils.py	1212	# Step 4: Upload storage from sources	COMMENT
LOW	sky/utils/controller_utils.py	1254	# Step 5: Add the file download into the file mounts, such as	COMMENT
LOW	sky/utils/controller_utils.py	1274	# Step 6: Replace the source field that is local path in all storage_mounts	COMMENT
LOW	sky/utils/controller_utils.py	1293	# Step 7: Convert all `MOUNT` mode storages which don't specify a source	COMMENT
LOW	sky/dashboard/src/components/users.jsx	1485	// Step 1: Load users first and show them immediately	COMMENT
LOW	sky/dashboard/src/components/users.jsx	1505	// Step 2: Load clusters and jobs in background and update counts	COMMENT
88 more matches not shown…

Example Usage Blocks131 hits · 194 pts

Severity	File	Line	Snippet	Context
LOW	format.sh	4	# Usage:	COMMENT
LOW	llm/openrlhf/openrlhf_sft.yaml	2	# Usage:	COMMENT
LOW	llm/openrlhf/openrlhf_rm_training.yaml	2	# Usage:	COMMENT
LOW	llm/openrlhf/openrlhf_dpo.yaml	2	# Usage:	COMMENT
LOW	llm/gemma/serve.yaml	2	# Usage:	COMMENT
LOW	llm/localgpt/localgpt.yaml	2	# Usage:	COMMENT
LOW	llm/train-eval-jobgroup/train-eval-jobgroup.yaml	17	# Usage:	COMMENT
LOW	llm/mixtral/serve.yaml	2	# Usage:	COMMENT
LOW	…/rl-post-training-jobgroup/rlhf-math-jobgroup-cpu.yaml	10	# Usage:	COMMENT
LOW	llm/rl-post-training-jobgroup/rlhf-math-jobgroup.yaml	24	# Usage:	COMMENT
LOW	llm/codellama/gui.yaml	4	# Usage:	COMMENT
LOW	llm/codellama/endpoint.yaml	2	# Usage:	COMMENT
LOW	llm/codellama/tabby.yaml	4	# Usage:	COMMENT
LOW	llm/kimi-k2-thinking/kimi-k2-thinking.sky.yaml	4	# Usage:	COMMENT
LOW	…-k2-thinking/kimi-k2-thinking-high-throughput.sky.yaml	4	# Usage:	COMMENT
LOW	llm/llama-3_2/llama3_2-vision-11b.yaml	3	# Usage:	COMMENT
LOW	llm/llama-3_2/llama3_2.yaml	3	# Usage:	COMMENT
LOW	llm/llama-3/llama3.yaml	3	# Usage:	COMMENT
LOW	llm/llama-3/gui.yaml	6	# Usage:	COMMENT
LOW	llm/qwen/gui.yaml	5	# Usage:	COMMENT
LOW	llm/llama-3_1-finetuning/serve.yaml	3	# Usage:	COMMENT
LOW	llm/llama-3_1-finetuning/lora.yaml	3	# Usage:	COMMENT
LOW	llm/tgi/serve.yaml	3	# Usage:	COMMENT
LOW	llm/verl/verl-grpo.yaml	1	# Usage:	COMMENT
LOW	llm/verl/multinode.yaml	11	# Usage:	COMMENT
LOW	llm/verl/verl-ppo.yaml	1	# Usage:	COMMENT
LOW	…rch-tooling/verl-search-interaction-google-search.yaml	7	# Usage:	COMMENT
LOW	…search-tooling/verl-search-interaction-rl-trainer.yaml	10	# Usage:	COMMENT
LOW	llm/verl/search-tooling/verl-search-interaction.yaml	8	# Usage:	COMMENT
LOW	…verl/search-tooling/verl-search-interaction-infer.yaml	7	# Usage:	COMMENT
LOW	…/search-tooling/verl-search-interaction-retrieval.yaml	6	# Usage:	COMMENT
LOW	llm/dbrx/dbrx.yaml	3	# Usage:	COMMENT
LOW	llm/rl-code-execution-sandbox/rl-code-jobgroup.yaml	28	# Usage:	COMMENT
LOW	llm/rl-code-execution-sandbox/rl-code-jobgroup-cpu.yaml	17	# Usage:	COMMENT
LOW	llm/llama-4-finetuning/llama-4-maverick.yaml	3	# Usage:	COMMENT
LOW	llm/llama-4-finetuning/llama-4-scout-sft.yaml	3	# Usage:	COMMENT
LOW	llm/llama-4-finetuning/llama-4-maverick-lora.yaml	3	# Usage:	COMMENT
LOW	llm/llama-4-finetuning/llama-4-maverick-sft.yaml	3	# Usage:	COMMENT
LOW	llm/nemorl/nemorl.sky.yaml	5	# Usage:	COMMENT
LOW	llm/ollama/ollama.yaml	3	# Usage:	COMMENT
LOW	llm/fairseq2/sft.sky.yaml	6	# Usage:	COMMENT
LOW	llm/fairseq2/multinode.sky.yaml	6	# Usage:	COMMENT
LOW	llm/kimi-k2/kimi-k2.sky.yaml	4	# Usage:	COMMENT
LOW	llm/axolotl/axolotl.yaml	1	# Usage:	COMMENT
LOW	llm/axolotl/axolotl-spot.yaml	1	# Usage:	COMMENT
LOW	llm/axolotl/axolotl-docker.yaml	1	# Usage:	COMMENT
LOW	llm/llama-3_1/llama-3_1.yaml	3	# Usage:	COMMENT
LOW	sky/skylet/constants.py	19	# Example usage:	COMMENT
LOW	sky/utils/kubernetes/generate_kubeconfig.sh	17	# Usage:	COMMENT
LOW	tests/test_smoke.py	3	# Example usage:	COMMENT
LOW	tests/test_yamls/test_serve_autoscaler.yaml	3	# Usage:	COMMENT
LOW	tests/smoke_tests/test_basic.py	3	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_cluster_job.py	3	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_managed_job.py	3	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_images.py	3	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_sky_serve.py	3	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_mount_and_storage.py	3	# Example usage:	COMMENT
LOW	tests/smoke_tests/smoke_tests_utils.py	972	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_quick_tests_core.py	7	# Example usage:	COMMENT
LOW	tests/smoke_tests/test_region_and_zone.py	3	# Example usage:	COMMENT
71 more matches not shown…

Verbosity Indicators87 hits · 146 pts

Severity	File	Line	Snippet	Context
LOW	llm/rag/scripts/templates/index.html	296	// Step 1: Get documents first	COMMENT
LOW	llm/rag/scripts/templates/index.html	340	// Step 2: Start the LLM reasoning process in the background	COMMENT
LOW	sky/cloud_stores.py	240	# If there are more, we need to check if it is a directory or a file.	COMMENT
LOW	sky/optimizer.py	1105	# Step 1: Get feasible resources for each task	COMMENT
LOW	sky/optimizer.py	1130	# Step 2: Find common cloud+region combinations	COMMENT
LOW	sky/optimizer.py	1141	# Step 3: Select best infra based on minimize target	COMMENT
LOW	sky/optimizer.py	1163	# Step 4: Assign resources for each task on the selected infra	COMMENT
LOW	sky/optimizer.py	1196	# Step 5: Print optimizer table for job groups	COMMENT
LOW	sky/provision/nebius/utils.py	383	# Step 1: kick off async deletion of all rules.	COMMENT
LOW	sky/provision/nebius/utils.py	400	# Step 2: delete the SG with retry-on-dependency.	COMMENT
LOW	sky/catalog/data_fetchers/fetch_seeweb.py	71	# Step 1: Try to get from config file	COMMENT
LOW	sky/catalog/data_fetchers/fetch_seeweb.py	82	# Step 2: Try environment variable	COMMENT
LOW	sky/ssh_node_pools/deploy/deploy.py	478	# Step 1: Install k3s on the head node	COMMENT
LOW⚡	sky/ssh_node_pools/deploy/deploy.py	654	# Step 3: Configure local kubectl to connect to the cluster	STRING
LOW⚡	sky/ssh_node_pools/deploy/deploy.py	965	# Step 1: Get the selector labels from the dcgm-exporter DaemonSet	STRING
LOW	sky/ssh_node_pools/deploy/deploy.py	602	# Step 2: Install k3s on worker nodes and join them to the master node	STRING
LOW	sky/ssh_node_pools/deploy/deploy.py	992	# Step 2: Create the Service with the discovered selector	STRING
LOW⚡	sky/utils/git.py	264	# Step 2: Try with token if provided	COMMENT
LOW⚡	sky/utils/git.py	283	# Step 3: Try SSH access with available keys	COMMENT
LOW⚡	sky/utils/git.py	385	# Step 1: Check provided SSH key path first	COMMENT
LOW⚡	sky/utils/git.py	416	# Step 2: Check SSH config for host-specific configuration	COMMENT
LOW⚡	sky/utils/git.py	427	# Step 3: Search for default SSH keys	COMMENT
LOW	sky/utils/git.py	237	# Step 1: Try public access first (most common case)	COMMENT
LOW	sky/utils/command_runner.py	882	# Step 1: Transfer the script to remote machine using rsync	COMMENT
LOW	sky/utils/command_runner.py	893	# Step 2: Execute the script on remote machine	COMMENT
LOW	sky/utils/controller_utils.py	1102	# Step 1: Translate the workdir to SkyPilot storage.	COMMENT
LOW	sky/utils/controller_utils.py	1136	# Step 2: Translate the local file mounts with folder in src to SkyPilot	COMMENT
LOW	sky/utils/controller_utils.py	1164	# Step 3: Translate local file mounts with file in src to SkyPilot storage.	COMMENT
LOW	sky/utils/controller_utils.py	1212	# Step 4: Upload storage from sources	COMMENT
LOW	sky/utils/controller_utils.py	1254	# Step 5: Add the file download into the file mounts, such as	COMMENT
LOW	sky/utils/controller_utils.py	1274	# Step 6: Replace the source field that is local path in all storage_mounts	COMMENT
LOW	sky/utils/controller_utils.py	1293	# Step 7: Convert all `MOUNT` mode storages which don't specify a source	COMMENT
LOW	sky/dashboard/src/components/users.jsx	1485	// Step 1: Load users first and show them immediately	COMMENT
LOW	sky/dashboard/src/components/users.jsx	1505	// Step 2: Load clusters and jobs in background and update counts	COMMENT
LOW⚡	sky/dashboard/src/components/users.jsx	2874	// Step 1: Fetch service account tokens (using cache)	COMMENT
LOW⚡	sky/dashboard/src/components/users.jsx	2878	// Step 2: Fetch clusters and jobs data in parallel	COMMENT
LOW⚡	sky/dashboard/src/components/users.jsx	2882	// Step 3: Calculate counts for each service account	COMMENT
LOW	sky/dashboard/src/components/infra.jsx	1439	// Step 1: Call sshDownNodePool to get request_id for streaming	COMMENT
LOW	sky/dashboard/src/components/infra.jsx	1460	// Step 2: After streaming completes, call the parent's delete handler	COMMENT
LOW	sky/dashboard/src/data/connectors/clusters.jsx	338	// Step 1: schedule server-side download; result is a mapping job_id -> folder path on API server	COMMENT
LOW	sky/dashboard/src/data/connectors/clusters.jsx	353	// Step 2: request the zip and trigger browser download	COMMENT
LOW	sky/dashboard/src/data/connectors/jobs.jsx	865	// Step 1: dispatch the request and grab its server-side ID.	COMMENT
LOW	sky/dashboard/src/data/connectors/jobs.jsx	906	// Step 2: long-poll /api/get, retrying on edge-timeout responses.	COMMENT
LOW⚡	sky/dashboard/src/data/connectors/infra.jsx	234	// Step 1: Get all accessible workspaces for the user (use cache for performance)	COMMENT
LOW	sky/dashboard/src/data/connectors/infra.jsx	264	// Step 2: Fetch expanded clouds for all workspaces in a single batch call	COMMENT
LOW	sky/dashboard/src/data/connectors/infra.jsx	313	// Step 3: Get detailed GPU information for all contexts	COMMENT
LOW	sky/dashboard/src/data/connectors/infra.jsx	377	// Step 1: Get all accessible workspaces for the user (use cache for performance)	COMMENT
LOW	sky/dashboard/src/data/connectors/infra.jsx	389	// Step 2: Fetch expanded clouds for all workspaces in a single batch call	COMMENT
LOW⚡	sky/dashboard/src/data/connectors/workspaces.jsx	5	// Step 1: Call the /workspaces endpoint to schedule the task	COMMENT
LOW⚡	sky/dashboard/src/data/connectors/workspaces.jsx	13	// Step 2: Get the request_id from the response headers or body	COMMENT
LOW	sky/dashboard/src/data/connectors/workspaces.jsx	59	// Step 3: Poll the /api/get endpoint with the request_id.	COMMENT
LOW	sky/dashboard/src/data/connectors/workspaces.jsx	97	// Step 4: Check task status and return the actual workspace data	COMMENT
LOW	sky/dashboard/src/data/connectors/workspaces.jsx	195	// Step 1: Call the /enabled_clouds endpoint to schedule the task	COMMENT
LOW	sky/dashboard/src/data/connectors/workspaces.jsx	216	// Step 2: Get the request_id from the response headers or body	COMMENT
LOW	sky/dashboard/src/data/connectors/workspaces.jsx	256	// Step 3: Poll the /api/get endpoint with the request_id.	COMMENT
LOW	tests/smoke_tests/test_mount_and_storage.py	606	# For Azure, we need to check if the output is empty list, as it returns []	COMMENT
LOW⚡	tests/unit_tests/test_sky/test_cli_infra_override.py	164	# Step 1: Parse infra string through CLI handler	COMMENT
LOW⚡	tests/unit_tests/test_sky/test_cli_infra_override.py	168	# Step 2: Process through override params parser	COMMENT
LOW⚡	tests/unit_tests/test_sky/test_cli_infra_override.py	244	# Step 1: CLI processing should convert gcp/* to proper parameters	COMMENT
LOW⚡	tests/unit_tests/test_sky/test_cli_infra_override.py	253	# Step 2: Override params should convert '*' to None for proper override	COMMENT
27 more matches not shown…

Modern Structural Boilerplate125 hits · 121 pts

Severity	File	Line	Snippet	Context
LOW	llm/rag/scripts/serve_rag.py	25	logger = logging.getLogger(__name__)	CODE
LOW	llm/rag/scripts/compute_embeddings.py	23	logger = logging.getLogger(__name__)	CODE
LOW	llm/rag/scripts/build_rag.py	24	logger = logging.getLogger(__name__)	CODE
LOW	sky/global_user_state.py	1758	def set_cluster_info(cluster_name: str, metadata: Dict[str, Any]) -> None:	CODE
LOW	sky/global_user_state.py	2740	def set_allowed_clouds(allowed_clouds: List[str], workspace: str) -> None:	CODE
LOW	sky/global_user_state.py	3025	def update_volume_config(name: str, config: models.VolumeConfig) -> None:	CODE
LOW	sky/global_user_state.py	3223	def update_service_account_token_last_used(token_id: str) -> None:	CODE
LOW	sky/global_user_state.py	3380	def set_cluster_yaml(cluster_name: str, yaml_str: str) -> None:	CODE
LOW	sky/global_user_state.py	3474	def set_system_config(config_key: str, config_value: str) -> None:	CODE
LOW⚡	sky/skypilot_config.py	254	def _set_loaded_config_path_serialized(path: Optional[str]) -> None:	CODE
LOW⚡	sky/skypilot_config.py	262	def _set_config_overridden(config_overridden: bool) -> None:	CODE
LOW⚡	sky/skypilot_config.py	1187	def update_to_none_if_set(keys: Tuple[str, ...]) -> None:	CODE
LOW	sky/skypilot_config.py	231	def _set_loaded_config(config: config_utils.Config) -> None:	CODE
LOW	sky/skypilot_config.py	1266	def update_api_server_config_no_lock(config: config_utils.Config) -> None:	CODE
LOW	sky/dag.py	99	def set_execution(self, execution: 'DagExecution') -> None:	CODE
LOW	sky/__init__.py	53	def _set_http_proxy_env_vars() -> None:	CODE
LOW	sky/__init__.py	177	__all__ = [	CODE
LOW	sky/resources.py	832	def set_requires_fuse(self, value: bool) -> None:	CODE
LOW	sky/resources.py	1093	def _set_priority(self, priority: Optional[int]) -> None:	CODE
LOW	sky/resources.py	1108	def _set_priority_class(self, priority_class: Optional[str]) -> None:	CODE
LOW	sky/resources.py	1201	def _set_local_disk(self, local_disk: Optional[str]) -> None:	CODE
LOW	sky/provision/slurm/config.py	6	logger = logging.getLogger(__name__)	CODE
LOW⚡	sky/provision/paperspace/utils.py	126	def set_sky_key_script(self, public_key: str) -> None:	CODE
LOW	sky/provision/gcp/config.py	18	logger = logging.getLogger(__name__)	CODE
LOW	sky/provision/scp/instance.py	17	logger = logging.getLogger(__name__)	CODE
LOW	sky/provision/kubernetes/config.py	13	logger = logging.getLogger(__name__)	CODE
LOW	sky/skylet/configs.py	62	def set_config(key: str, value: Union[bytes, str]) -> None:	CODE
LOW	sky/skylet/job_lib.py	416	def set_log_dir_no_lock(job_id: int, log_dir: str) -> None:	CODE
LOW	sky/skylet/job_lib.py	448	def update_job_metadata(job_id: int, updates: Dict[str, Any]) -> None:	CODE
LOW	sky/skylet/job_lib.py	484	def _set_status_no_lock(job_id: int, status: JobStatus) -> None:	CODE
LOW	sky/skylet/job_lib.py	509	def set_status(job_id: int, status: JobStatus) -> None:	CODE
LOW	sky/skylet/job_lib.py	517	def set_exit_codes(job_id: int, exit_codes: List[int]) -> None:	CODE
LOW	sky/skylet/job_lib.py	552	def set_job_started(job_id: int) -> None:	CODE
LOW	sky/skylet/job_lib.py	998	def update_status() -> None:	STRING
LOW	sky/skylet/autostop_lib.py	232	def set_autostopping_started() -> None:	CODE
LOW	sky/skylet/autostop_lib.py	334	def set_hooks(hooks: Optional[List[Dict[str, Any]]]) -> None:	CODE
LOW	sky/skylet/autostop_lib.py	367	def set_last_active_time_to_now() -> None:	CODE
LOW	sky/skylet/providers/ibm/node_provider.py	455	def set_node_tags(self, node_id, tags) -> None:	CODE
LOW	sky/backends/__init__.py	11	__all__ = [	CODE
LOW	sky/backends/cloud_vm_ray_backend.py	2058	def update_ssh_ports(self, max_attempts: int = 1) -> None:	CODE
LOW	sky/backends/cloud_vm_ray_backend.py	2382	def _set_skylet_ssh_tunnel(self, tunnel: Optional[SSHTunnelInfo]) -> None:	CODE
LOW	sky/backends/cloud_vm_ray_backend.py	3960	def _setup_node(node_id: int) -> None:	CODE
LOW⚡	sky/backends/playground/demo_dockerutils.py	8	logger = logging.getLogger(__name__)	CODE
LOW	sky/catalog/__init__.py	386	__all__ = [	CODE
LOW	sky/catalog/oci_catalog.py	30	logger = logging.getLogger(__name__)	CODE
LOW	sky/catalog/data_fetchers/fetch_vsphere.py	18	logger = logging.getLogger(__name__)	CODE
LOW	sky/catalog/data_fetchers/fetch_nebius.py	20	logger = logging.getLogger(__name__)	CODE
LOW	sky/catalog/data_fetchers/fetch_mithril.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	sky/ssh_node_pools/core.py	46	def update_pools(self, pools_config: Dict[str, Any]) -> None:	CODE
LOW	sky/ssh_node_pools/core.py	119	def update_pools(pools_config: Dict[str, Any]) -> None:	CODE
LOW	sky/ssh_node_pools/deploy/__init__.py	4	__all__ = ['run']	CODE
LOW⚡	sky/server/versions.py	60	def set_remote_api_version(api_version: int) -> None:	CODE
LOW⚡	sky/server/versions.py	68	def set_remote_version(version: str) -> None:	CODE
LOW	sky/server/clean_env.py	36	def set_clean_server_env(env: Dict[str, str]) -> None:	CODE
LOW	sky/server/state.py	17	def set_block_requests(shutting_down: bool) -> None:	CODE
LOW	sky/server/requests/log_provider.py	127	def set_log_provider(lp: LogProvider) -> None:	CODE
LOW	sky/server/requests/storage.py	213	def set_request_backend(backend: RequestBackend) -> None:	CODE
LOW	sky/server/requests/process.py	13	logger = logging.getLogger(__name__)	CODE
LOW⚡	sky/server/requests/requests.py	1128	def set_exception_stacktrace(e: BaseException) -> None:	CODE
LOW⚡	sky/server/requests/requests.py	1134	def set_request_failed(request_id: str, e: BaseException) -> None:	CODE
65 more matches not shown…

AI Structural Patterns134 hits · 112 pts

Severity	File	Line	Context
LOW	llm/verl/code/preprocess_rstar_coder.py	62	CODE
LOW	llm/batch_inference/scripts/text_vector_processor.py	30	CODE
LOW	llm/distributed-rl-eval/src/eval_head.py	688	CODE
LOW	sky/task.py	321	CODE
LOW	sky/execution.py	202	CODE
LOW	sky/execution.py	688	CODE
LOW	sky/resources.py	161	CODE
LOW	sky/provision/mithril/utils.py	715	CODE
LOW	sky/provision/paperspace/utils.py	218	CODE
LOW	sky/provision/gcp/config.py	1000	CODE
LOW	sky/provision/gcp/config.py	1016	CODE
LOW	sky/provision/gcp/config.py	1084	CODE
LOW	sky/provision/gcp/config.py	1129	CODE
LOW	sky/provision/gcp/config.py	1145	CODE
LOW	sky/provision/gcp/config.py	1164	CODE
LOW	sky/provision/runpod/api/commands.py	28	CODE
LOW	sky/provision/runpod/api/pods.py	23	CODE
LOW	sky/provision/primeintellect/utils.py	290	CODE
LOW	sky/skylet/log_lib.py	158	CODE
LOW	sky/backends/cloud_vm_ray_backend.py	5938	CODE
LOW	sky/catalog/verda_catalog.py	47	CODE
LOW	sky/catalog/yotta_catalog.py	45	CODE
LOW	sky/catalog/vsphere_catalog.py	71	CODE
LOW	sky/catalog/vast_catalog.py	63	CODE
LOW	sky/catalog/vast_catalog.py	87	CODE
LOW	sky/catalog/scp_catalog.py	54	CODE
LOW	sky/catalog/lambda_catalog.py	59	CODE
LOW	sky/catalog/nebius_catalog.py	54	CODE
LOW	sky/catalog/azure_catalog.py	117	CODE
LOW	sky/catalog/seeweb_catalog.py	37	CODE
LOW	sky/catalog/seeweb_catalog.py	48	CODE
LOW	sky/catalog/seeweb_catalog.py	62	CODE
LOW	sky/catalog/seeweb_catalog.py	69	CODE
LOW	sky/catalog/seeweb_catalog.py	85	CODE
LOW	sky/catalog/seeweb_catalog.py	72	CODE
LOW	sky/catalog/seeweb_catalog.py	117	CODE
LOW	sky/catalog/seeweb_catalog.py	148	CODE
LOW	sky/catalog/seeweb_catalog.py	153	CODE
LOW	sky/catalog/seeweb_catalog.py	188	CODE
LOW	sky/catalog/seeweb_catalog.py	209	CODE
LOW	sky/catalog/paperspace_catalog.py	51	CODE
LOW	sky/catalog/aws_catalog.py	255	CODE
LOW	sky/catalog/__init__.py	57	CODE
LOW	sky/catalog/__init__.py	217	CODE
LOW	sky/catalog/__init__.py	266	CODE
LOW	sky/catalog/gcp_catalog.py	282	CODE
LOW	sky/catalog/slurm_catalog.py	28	CODE
LOW	sky/catalog/runpod_catalog.py	46	CODE
LOW	sky/catalog/oci_catalog.py	104	CODE
LOW	sky/catalog/ibm_catalog.py	100	CODE
LOW	sky/catalog/mithril_catalog.py	71	CODE
LOW	sky/catalog/hyperbolic_catalog.py	68	CODE
LOW	sky/catalog/shadeform_catalog.py	98	CODE
LOW	sky/catalog/fluidstack_catalog.py	53	CODE
LOW	sky/catalog/do_catalog.py	51	CODE
LOW	sky/catalog/primeintellect_catalog.py	42	CODE
LOW	sky/catalog/cudo_catalog.py	52	CODE
LOW	sky/usage/usage_lib.py	679	CODE
LOW	sky/utils/command_runner.py	201	CODE
LOW	sky/utils/command_runner.py	606	CODE
74 more matches not shown…

AI Slop Vocabulary44 hits · 89 pts

Severity	File	Line	Snippet	Context
MEDIUM	llm/falcon/train.py	35	# by using the RewardTrainer from trl, we will leverage PEFT library to finetune	COMMENT
MEDIUM	sky/task.py	656	# More robust handling for 'envs': explicitly convert keys and values to	COMMENT
MEDIUM	sky/task.py	669	# More robust handling for 'secrets': explicitly convert keys and values	COMMENT
MEDIUM	sky/cloud_stores.py	188	# does not leverage AzCopy's efficient multi-threaded capabilities, leading	COMMENT
MEDIUM	sky/provision/gcp/constants.py	417	# robust.	STRING
LOW	sky/provision/kubernetes/utils.py	5101	# If we have already converted the same kubeconfig before, just return.	COMMENT
MEDIUM	sky/provision/kubernetes/debug.py	469	# error). Per-item isolation would be more robust but noisier; revisit if a	COMMENT
MEDIUM	sky/skylet/constants.py	70	# Python 3.11 for a more robust setup.	COMMENT
MEDIUM	sky/catalog/data_fetchers/fetch_gcp.py	179	# TODO(woosuk): Make this more robust.	STRING
LOW	sky/ssh_node_pools/deploy/deploy.py	711	# Initially just set to the effective master IP	STRING
MEDIUM	sky/utils/message_utils.py	12	"""Encode a payload to make it more robust for parsing.	STRING
MEDIUM⚡	sky/utils/git.py	375	"""Get SSH key path and content using comprehensive strategy.	STRING
MEDIUM	sky/utils/git.py	218	"""Validate the repository access with comprehensive authentication	STRING
MEDIUM	sky/utils/resources_utils.py	464	# to the zones in the same region in order to leverage the region-level	COMMENT
LOW	sky/utils/controller_utils.py	506	# use a broad except and just return None.	COMMENT
LOW	sky/utils/db/db_utils.py	601	# so we should not put it in the cache. Instead, just return.	COMMENT
MEDIUM	sky/dashboard/src/components/infra.jsx	3186	// TODO: Add back when SSH Node Pool add operation is more robust	COMMENT
MEDIUM	sky/adaptors/slurm.py	481	# TODO(kevin): Use json output for more robust parsing.	COMMENT
LOW	sky/recipes/db.py	412	# No updates requested, just return current state	COMMENT
MEDIUM	sky/serve/replica_managers.py	844	# It should be robust enough for `execution.launch` to handle cases	COMMENT
MEDIUM	sky/jobs/job_group_networking.py	683	# TODO(zhwu): The current handling is not robust against the case where	STRING
LOW	sky/jobs/utils.py	524	# handle.cluster_yaml is None, we will just return an empty dict	COMMENT
LOW	sky/jobs/utils.py	2214	# just return.	COMMENT
LOW	sky/jobs/utils.py	2286	# aren't following, just return.	COMMENT
MEDIUM	sky/data/mounting_utils.py	35	# Creates a fusermount3 soft link on older (<22) Ubuntu systems to utilize	COMMENT
MEDIUM	sky/client/sdk.py	109	# The overloads are not comprehensive - e.g. get_result Literal[False] could be	COMMENT
MEDIUM	tests/smoke_tests/test_managed_job.py	805	# 2. A short prefix is robust against provisioning backends that	COMMENT
MEDIUM	tests/smoke_tests/smoke_tests_utils.py	299	# than a fixed column index. This keeps the wait robust regardless of which	COMMENT
MEDIUM	tests/smoke_tests/test_region_and_zone.py	274	# TODO(zpoint): this is a temporary fix. We should make it more robust.	STRING
MEDIUM	tests/smoke_tests/test_lifecycle_hooks.py	902	# is robust to that variation. ``kubectl exec`` against a missing	COMMENT
MEDIUM	tests/unit_tests/test_serve_utils.py	344	# by message content so the assertion stays robust to other	COMMENT
MEDIUM	…nit_tests/test_sky/skylet/test_managed_jobs_service.py	78	"""Seed the database with test jobs in various states for comprehensive testing."""	STRING
MEDIUM⚡	…t_tests/test_sky/backends/test_cloud_vm_ray_backend.py	264	# Create a comprehensive task	COMMENT
LOW	…s/unit_tests/test_sky/server/requests/test_requests.py	558	# Don't loop - just return after one iteration	COMMENT
LOW⚡	…tils/kubernetes/test_skypilot_config_configmap_sync.py	75	# Should not raise any exceptions, just return early	COMMENT
LOW	tests/unit_tests/test_sky/volumes/test_k8s_volume.py	2038	# Should not raise, just return empty dict	COMMENT
MEDIUM	tests/unit_tests/test_sky/jobs/test_jobs_state.py	50	"""Seed the database with test jobs in various states for comprehensive testing."""	STRING
MEDIUM	tests/unit_tests/kubernetes/test_kubernetes_utils.py	995	"""Test pod with comprehensive Kubernetes features."""	STRING
MEDIUM	tests/load_tests/db_scale_tests/run_scale_test.py	199	"""Run the comprehensive scale tests manually."""	STRING
LOW⚡	…/load_tests/db_scale_tests/inject_postgres_clusters.py	73	# If unpickling fails, just return the original blob	COMMENT
MEDIUM	tests/load_tests/db_scale_tests/scale_test_utils.py	420	# callers (including the bash test harness) previously masked	COMMENT
MEDIUM	charts/skypilot/values.yaml	503	# For GKE, use backend service-based external passthrough Network Load Balancer as per best practices.	COMMENT
MEDIUM	…training_network_storage_benchmarks/e2e/e2e_network.py	108	"""Log comprehensive training time statistics."""	STRING
MEDIUM	.github/workflows/release-build.yml	140	# Use Python for robust version comparison	COMMENT

Slop Phrases32 hits · 65 pts

Severity	File	Line	Snippet	Context
MEDIUM	llm/codellama/tabby.yaml	9	# After the Tabby server is started, you can add the endpoint (URL:port) to VSCode	COMMENT
MEDIUM	llm/vicuna/dummy.json	45	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	58	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	110	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	123	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	175	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	188	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	240	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	253	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	305	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	318	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	370	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	383	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	435	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	448	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	500	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	513	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna/dummy.json	565	"value": "You can call me Vicuna, and I was trained by Large Model Systems Organization (LMSYS) researchers as a	CODE
MEDIUM	llm/vicuna/dummy.json	578	"value": "As a language model, I go by the name Vicuna and was trained by researchers from Large Model Systems O	CODE
MEDIUM	llm/vicuna-llama-2/scripts/hardcoded_questions.py	64	f"You can call me {name}, and I was trained by {org} researchers as a language model based on {base} using SkyPi	CODE
MEDIUM	llm/vicuna-llama-2/scripts/hardcoded_questions.py	65	f"As a language model, I go by the name {name} and was trained on {base} by researchers from {org} using SkyPilo	CODE
MEDIUM	llm/ollama/ollama.yaml	33	# accelerators: L4:1 # No GPUs necessary for Ollama, but you can use them to run inference faster	COMMENT
LOW	sky/provision/azure/instance.py	1011	# resource group at ~/.sky/config. So we make sure to check for the	COMMENT
LOW	sky/provision/kubernetes/instance.py	321	# successfully scheduled. In this case, we make sure to not surface	COMMENT
MEDIUM	sky/backends/cloud_vm_ray_backend.py	623	# {'code': 8, 'message': 'There is no more capacity in the zone "europe-west4-a"; you can try in another	STRING
LOW	sky/server/stream_utils.py	284	# We will only hit this path once, but we should make sure to	COMMENT
LOW	sky/server/requests/executor.py	745	# We do this in two steps because we should make sure to restore the	COMMENT
LOW	sky/jobs/constants.py	84	# WARNING: If you update this due to a codegen change, make sure to make the	COMMENT
MEDIUM	charts/skypilot/values.yaml	115	# In such case, you can add the config via the dashboard once the API server is deployed.	COMMENT
LOW	examples/containerized_app.py	13	# LocalDockerBackend, make sure you run these commands locally on your machine	COMMENT
MEDIUM	examples/resnet_app_storage_spot.yaml	14	# This bucket is for demonstration purposes only.	COMMENT
MEDIUM	examples/nemo/nemo_gpt_preprocessing.yaml	5	# This YAML is for demonstration purposes and is not a necessary step before	COMMENT

Modern AI Meta-Vocabulary12 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	21	│ ├── core.py # Core orchestration logic	CODE
MEDIUM	CLAUDE.md	21	│ ├── core.py # Core orchestration logic	CODE
MEDIUM	llm/gpt-oss/README.md	135	- [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/): For agentic workflows	CODE
MEDIUM	llm/skyrl/README.md	3	[SkyRL](https://github.com/NovaSky-AI/SkyRL) is a modular, performant reinforcement learning library for LLMs, designed	CODE
MEDIUM	llm/kimi-k2-thinking/kimi-k2-thinking.sky.yaml	2	# This model supports deep thinking & tool orchestration with reasoning capabilities.	COMMENT
MEDIUM	llm/rag/README.md	109	## Step 2: Build RAG with Vector Database	COMMENT
MEDIUM	llm/rag/README.md	123	## Step 3: Serve the RAG	COMMENT
MEDIUM	llm/rag/serve_rag.yaml	27	# Install dependencies for RAG service	COMMENT
MEDIUM	llm/rag/serve_rag.yaml	71	# Start RAG service	COMMENT
MEDIUM⚡	sky/batch/coordinator.py	740	# Dispatch orchestration	COMMENT
MEDIUM	docs/source/examples/models/gpt-oss.md	135	- [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/): For agentic workflows	CODE
MEDIUM	examples/redisvl-vector-search/search_api.yaml	22	# Pre-download the embedding model	COMMENT

Hallucination Indicators2 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	sky/authentication.py	350	runpod.runpod.cli.groups.ssh.functions.add_ssh_key(public_key)	CODE
CRITICAL⚡	…ts/test_sky/test_global_user_state_service_accounts.py	217	mock_session.query.return_value.filter_by.return_value.update.assert_called_once(	CODE

Magic Placeholder Names4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	llm/nemorl/nemorl.sky.yaml	6	# HF_TOKEN=<YOUR_TOKEN> sky exec -c nemo nemorl.sky.yaml --secret HF_TOKEN	COMMENT
HIGH	sky/provision/yotta/yotta_utils.py	81	'\'apikey=<your_api_key>\'.')	CODE
HIGH	sky/adaptors/verda.py	91	' "client_id": "your-api-key",\n'	CODE
HIGH	sky/adaptors/verda.py	104	' "client_id": "your-api-key",\n'	CODE

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	sky/dashboard/src/components/clusters.jsx	2	* This code was generated by v0 by Vercel.	COMMENT
HIGH	sky/dashboard/src/components/jobs.jsx	2	* This code was generated by v0 by Vercel.	COMMENT
HIGH	sky/dashboard/src/components/infra.jsx	2	* This code was generated by v0 by Vercel.	COMMENT

Fake / Example Data18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	addons/fuse-proxy/cmd/fusermount-wrapper/main.go	42	placeholder = flag.StringP("placeholder", "p", "{}", placeholderDescription)	CODE
LOW	tests/test_jobs_state_async_vs_sync.py	187	original_user_yaml_content='dummy_user.yaml',	CODE
LOW	tests/test_global_user_state.py	160	'ssh_private_key': '/tmp/fake_key'	CODE
LOW	tests/test_global_user_state.py	211	'ssh_private_key': '/tmp/fake_key'	CODE
LOW	tests/smoke_tests/test_basic.py	3387	fake_token = 'dckr_pat_fakefakefake'	STRING
LOW	tests/smoke_tests/test_basic.py	3400	SKYPILOT_DOCKER_PASSWORD: {fake_token}	STRING
LOW	tests/smoke_tests/test_basic.py	3413	f's=$(sky launch -y -c {name} {f.name} -y 2>&1); echo "$s"; ! echo "$s" \| grep -q "{fake_token}"',	STRING
LOW	tests/unit_tests/test_sky/test_git_commit_metadata.py	17	subprocess.run(['git', 'config', 'user.email', 'test@test.com'],	CODE
LOW⚡	…t_tests/test_sky/provision/slurm/test_sbatch_config.py	145	'mail-user': 'user@example.com',	CODE
LOW	tests/unit_tests/test_sky/server/test_config.py	548	request.headers = {'X-Auth-Request-Email': 'user@example.com'}	CODE
LOW	tests/unit_tests/test_sky/server/test_config.py	559	assert user.name == 'user@example.com'	CODE
LOW⚡	…s/unit_tests/test_sky/server/auth/test_oauth2_proxy.py	366	response.headers = {'X-Auth-Request-Email': 'user@example.com'}	CODE
LOW⚡	…s/unit_tests/test_sky/server/auth/test_oauth2_proxy.py	371	assert user.name == 'user@example.com'	CODE
LOW⚡	…s/unit_tests/test_sky/server/requests/test_executor.py	962	fake_user = mock.Mock()	CODE
LOW⚡	…s/unit_tests/test_sky/server/requests/test_executor.py	963	fake_user.id = 'client-user-id'	CODE
LOW⚡	…s/unit_tests/test_sky/server/requests/test_executor.py	964	fake_user.name = 'client-user'	CODE
LOW⚡	…s/unit_tests/test_sky/server/requests/test_executor.py	968	return True, fake_user	CODE
LOW	examples/serve/llama2/chat.py	13	openai.api_key = 'placeholder'	CODE

Overly Generic Function Names11 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	sky/utils/benchmark_utils.py	30	def my_function():	STRING
LOW	sky/batch/remote.py	26	def process_data():	STRING
LOW⚡	tests/unit_tests/test_batch.py	36	def helper(x):	CODE
LOW⚡	tests/unit_tests/test_batch.py	239	def helper(x):	CODE
LOW	tests/unit_tests/test_batch.py	300	def helper(x):	CODE
LOW⚡	tests/unit_tests/test_sky/server/test_versions.py	284	def test_function(arg1, arg2=None):	CODE
LOW⚡	tests/unit_tests/test_sky/server/test_versions.py	298	def test_function(arg1):	CODE
LOW⚡	tests/unit_tests/test_sky/server/test_versions.py	402	def test_function(args, *kwargs):	CODE
LOW	tests/unit_tests/test_sky/server/test_versions.py	318	def test_function():	CODE
LOW	tests/unit_tests/test_sky/server/test_versions.py	341	def test_function(param1, param2):	CODE
LOW	tests/unit_tests/test_sky/server/test_versions.py	383	def test_function():	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	sky/provision/primeintellect/instance.py	109	# TODO: implement rename pod	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings