deepseek-ai/DeepEP

Pattern Findings

The scanner identified 90 distinct pattern matches across 11 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Unused Imports29 hits · 29 pts

Severity	File	Line	Context
LOW	deep_ep/__init__.py	4	CODE
LOW	deep_ep/__init__.py	60	CODE
LOW	deep_ep/__init__.py	61	CODE
LOW	deep_ep/__init__.py	61	CODE
LOW	deep_ep/__init__.py	61	CODE
LOW	deep_ep/__init__.py	62	CODE
LOW	deep_ep/__init__.py	63	CODE
LOW	deep_ep/__init__.py	64	CODE
LOW	deep_ep/__init__.py	64	CODE
LOW	deep_ep/__init__.py	65	CODE
LOW	deep_ep/__init__.py	66	CODE
LOW	deep_ep/__init__.py	66	CODE
LOW	deep_ep/__init__.py	67	CODE
LOW	deep_ep/__init__.py	69	CODE
LOW	deep_ep/__init__.py	69	CODE
LOW	deep_ep/__init__.py	72	CODE
LOW	deep_ep/__init__.py	72	CODE
LOW	deep_ep/__init__.py	72	CODE
LOW	deep_ep/__init__.py	72	CODE
LOW	deep_ep/comm/__init__.py	1	CODE
LOW	deep_ep/comm/__init__.py	2	CODE
LOW	deep_ep/comm/__init__.py	2	CODE
LOW	deep_ep/comm/__init__.py	2	CODE
LOW	deep_ep/comm/__init__.py	2	CODE
LOW	deep_ep/comm/__init__.py	2	CODE
LOW	deep_ep/comm/__init__.py	9	CODE
LOW	deep_ep/utils/envs.py	12	CODE
LOW	deep_ep/utils/__init__.py	3	CODE
LOW	third-party/tilelang_ops/__init__.py	1	CODE

Over-Commented Block19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	format.sh	1	#!/usr/bin/env bash	COMMENT
LOW	csrc/python_api.cpp	1	#include <pybind11/pybind11.h>	COMMENT
LOW	csrc/kernels/pp/pp_send_recv.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/engram/engram.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/ep/dispatch.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/ep/prefetch_weights.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/ep/reduce_grads.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/ep/combine.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/ep/api.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/comm/context.cpp	1	#include <cstring>	COMMENT
LOW	csrc/kernels/comm/symmetric.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/bucket/reduce_scatter.hpp	1	#pragma once	COMMENT
LOW	csrc/kernels/bucket/all_gather.hpp	1	#pragma once	COMMENT
LOW	csrc/buffers/engram.hpp	1	#pragma once	COMMENT
LOW	csrc/buffers/pp.hpp	1	#pragma once	COMMENT
LOW	csrc/buffers/ep.hpp	1	#pragma once	COMMENT
LOW	csrc/buffers/bucket.hpp	1	#pragma once	COMMENT
LOW	csrc/buffers/bucket.hpp	21	#include <deep_ep/layout/bucket/workspace.cuh>	COMMENT
LOW	csrc/comm/api.hpp	1	#pragma once	COMMENT

Deep Nesting16 hits · 16 pts

Severity	File	Line	Context
LOW	deep_ep/utils/envs.py	146	CODE
LOW	deep_ep/utils/testing.py	113	CODE
LOW	deep_ep/utils/find_pkgs.py	9	CODE
LOW	tests/engram/test_engram.py	14	CODE
LOW	tests/ep/test_prefetch_weights.py	114	CODE
LOW	tests/ep/test_ep.py	22	CODE
LOW	tests/ep/test_ep.py	61	CODE
LOW	tests/utils/test_gate.py	7	CODE
LOW	tests/bucket/test_mixed.py	91	CODE
LOW	tests/bucket/test_mixed.py	157	CODE
LOW	tests/bucket/test_perf.py	76	CODE
LOW	tests/bucket/test_perf.py	110	CODE
LOW	tests/bucket/test_perf.py	218	CODE
LOW	tests/bucket/test_all_gather.py	18	CODE
LOW	third-party/tilelang_ops/stochastic_rounding.py	24	CODE
LOW	third-party/tilelang_ops/stochastic_rounding.py	29	CODE

Hyper-Verbose Identifiers11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	deep_ep/buffers/engram.py	18	def _accept_legacy_storage_size(init):	CODE
LOW	deep_ep/buffers/ep.py	846	def lb_get_theoretical_num_sms(self) -> int:	CODE
LOW	deep_ep/comm/handle.py	98	def destroy_all_managed_nccl_comm() -> None:	CODE
LOW	deep_ep/utils/envs.py	184	def check_torch_deterministic() -> None:	CODE
LOW	deep_ep/utils/envs.py	238	def check_fast_rdma_atomic_support(nic_name: str = 'mlx5_0') -> bool:	CODE
LOW	deep_ep/utils/gate.py	116	def get_precise_unbalanced_scores(num_tokens: int, num_experts: int, num_ranks: int, num_topk: int, ratio: float):	CODE
LOW	deep_ep/utils/gate.py	148	def map_unbalanced_ratio_to_factor(num_tokens: int, num_experts: int, num_ranks: int, num_topk: int, ratio: float) -> fl	CODE
LOW	deep_ep/utils/gate.py	167	def get_random_unbalanced_scores(num_tokens: int, num_experts: int, num_ranks: int, num_topk: int, ratio: float):	CODE
LOW	deep_ep/utils/refs.py	126	def generate_pre_combine_data(src_token_global_idx: torch.Tensor,	CODE
LOW	tests/ep/test_ep.py	302	def get_unique_and_valid_dst_count(dst_idx: torch.Tensor,	CODE
LOW	tests/ep/test_reduce_grads.py	49	def redundant_expert_grad_key(rank_idx: int, redundant_expert_idx: int, num_redundant_experts: int) -> int:	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	deep_ep/comm/handle.py	73	# Create a new communicator	COMMENT
MEDIUM	deep_ep/utils/gate.py	20	# Create the mask	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	deep_ep/__init__.py	15	except ImportError:	CODE

Excessive Try-Catch Wrapping5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	deep_ep/utils/envs.py	232	except Exception as e:	CODE
LOW	deep_ep/utils/envs.py	256	except Exception:	CODE
LOW	deep_ep/utils/envs.py	281	except Exception as e:	CODE
LOW	tests/bucket/test_mixed.py	152	except Exception as error:	CODE
LOW	tests/bucket/test_reduce_scatter.py	30	except Exception as ex:	CODE

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	deep_ep/buffers/ep.py	242	CODE
LOW	deep_ep/buffers/ep.py	562	CODE
LOW	deep_ep/buffers/ep.py	770	CODE
LOW	deep_ep/utils/refs.py	243	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	format.sh	2	# Usage:	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	format.sh	179	# Check if there are any uncommitted changes after all formatting steps.	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	deep_ep/comm/__init__.py	12	__all__ = [	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings