4.0

Adjusted Signal

4.0

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

32.7K

Stars

Jupyter Notebook

Language

107.9K

Lines of Code

409

Files

252

Pattern Hits

2026-10-31

Scan Date

0.08

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 64 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 35 finding(s).

Agent Over-Engineering Ratio 14.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 167 finding(s).

PR Review Velocity Impact 19.2/100 · LOW

Which changes need focused human review? 252 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 31MEDIUM 26LOW 195

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 252 distinct pattern matches across 15 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.

Cross-File Repetition27 hits · 135 pts

Severity	File	Snippet	Context
HIGH	models/ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/InternLM/06-InternLM接入LangChain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/Yi/02-Yi-6B-Chat 接入langchain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	…ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手/run_gradio.py	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/InternLM/06-InternLM接入LangChain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	…s/InternLM/06-InternLM接入LangChain搭建知识库助手/run_gradio.py	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手.md	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	…/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手/run_gradio.py	使用以下上下文来回答最后的问题。如果你不知道答案，就说你不知道，不要试图编造答案。尽量使答案简明扼要。总是在回答的最后说“谢谢你的提问！”。 {context} 问题: {question} 有用的回答:	STRING
HIGH	models/ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手.md	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	…ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手/run_gradio.py	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	models/InternLM/06-InternLM接入LangChain搭建知识库助手.md	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	…s/InternLM/06-InternLM接入LangChain搭建知识库助手/run_gradio.py	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	models/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手.md	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	…/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手/run_gradio.py	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	models/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手.md	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	…/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手/run_gradio.py	提醒：<br> 1. 初始化数据库时间可能较长，请耐心等待。 2. 使用中如果出现异常，将会在文本输入框进行展示，请不要惊慌。 <br>	STRING
HIGH	models/Gemma3/04-Gemma3-4b evalscope智商情商评测.md	以下为多个ai服务的api端点地址，用于配置任务： - siliconflow: https://api.siliconflow.cn/v1/chat/completions - dashscope: https://dashscope.a	STRING
HIGH	models/Gemma4/04-Gemma4-E4B-it evalscope智商情商评测.md	以下为多个ai服务的api端点地址，用于配置任务： - siliconflow: https://api.siliconflow.cn/v1/chat/completions - dashscope: https://dashscope.a	STRING
HIGH	models/Qwen3/04-Qwen3-8B EvalScope智商情商评测.md	以下为多个ai服务的api端点地址，用于配置任务： - siliconflow: https://api.siliconflow.cn/v1/chat/completions - dashscope: https://dashscope.a	STRING
HIGH	…3B-Instruct/04-Hunyuan-A13B-Instruct EvalScope 并发测试.md	以下为多个ai服务的api端点地址，用于配置任务： - siliconflow: https://api.siliconflow.cn/v1/chat/completions - dashscope: https://dashscope.a	STRING
HIGH	models/Gemma3/6-gemma3-4B-itGRPO微调及通过swanlab可视化.md	you are given a problem. think about the problem and provide your working out. place it between {reasoning_start} and {r	STRING
HIGH	models/Gemma4/6-gemma4-E4B-itGRPO微调及通过swanlab可视化.md	you are given a problem. think about the problem and provide your working out. place it between {reasoning_start} and {r	STRING
HIGH	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	you are given a problem. think about the problem and provide your working out. place it between {reasoning_start} and {r	STRING

Excessive Try-Catch Wrapping105 hits · 115 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils.py	124	print(f"Error: {data['message']}")	CODE
LOW	models/Llama4/01-Llama4-对话助手/01-Llama4-对话助手.md	277	except Exception as e:	CODE
LOW	models/Llama4/01-Llama4-对话助手/01-Llama4-对话助手.md	291	except Exception as e:	CODE
MEDIUM	models/Llama4/01-Llama4-对话助手/01-Llama4-对话助手.md	217	def generate():	CODE
MEDIUM	models/Llama4/01-Llama4-对话助手/01-Llama4-对话助手.md	281	def clear_history():	CODE
LOW	models/Llama4/01-Llama4-对话助手/app/app.py	129	except Exception as e:	CODE
LOW	models/Llama4/01-Llama4-对话助手/app/app.py	143	except Exception as e:	CODE
MEDIUM	models/Llama4/01-Llama4-对话助手/app/app.py	69	def generate():	CODE
MEDIUM	models/Llama4/01-Llama4-对话助手/app/app.py	133	def clear_history():	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	188	except Exception as e:	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	255	except Exception as e:	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	294	except Exception as e:	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	345	except Exception as e:	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	535	except Exception as e:	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	599	except Exception as e:	CODE
LOW	models/Qwen3-VL/02-Qwen3-VL-4B-Instruct FastApi 部署调用.md	650	except Exception as e:	CODE
LOW	…VL/05-Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	725	except Exception:	CODE
LOW	…VL/05-Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	824	except Exception:	CODE
LOW	…VL/05-Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	836	except Exception:	CODE
LOW	…VL/05-Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	838	except Exception as e:	CODE
LOW	…n3-VL/Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	706	except Exception:	CODE
LOW	…n3-VL/Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	805	except Exception:	CODE
LOW	…n3-VL/Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	817	except Exception:	CODE
LOW	…n3-VL/Qwen3-VL-4B-Instruct Lora 可视化微调案例 - LaTexOCR.md	819	except Exception as e:	CODE
LOW	…L-4B-Instruct FastApi 参考代码/api_server_qwen3vl_video.py	126	except Exception as e:	CODE
LOW	…1-Qwen3-VL-4B-Instruct FastApi 参考代码/test_simple_api.py	25	except Exception as e:	CODE
LOW	…1-Qwen3-VL-4B-Instruct FastApi 参考代码/test_simple_api.py	64	except Exception as e:	CODE
LOW	…1-Qwen3-VL-4B-Instruct FastApi 参考代码/test_simple_api.py	115	except Exception as e:	CODE
LOW	…01-Qwen3-VL-4B-Instruct FastApi 参考代码/test_video_api.py	28	except Exception as e:	CODE
LOW	…01-Qwen3-VL-4B-Instruct FastApi 参考代码/test_video_api.py	79	except Exception as e:	CODE
LOW	…-4B-Instruct FastApi 参考代码/api_server_qwen3vl_simple.py	125	except Exception as e:	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	63	except Exception:	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	162	except Exception:	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	174	except Exception:	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	176	except Exception as e:	CODE
LOW	models/gpt-oss/4-gpt-oss-20b Lora 微调及 SwanLab 可视化记录.md	245	except Exception as e:	CODE
LOW	models/gpt-oss/3-gpt-oss-20b lmstudio 本地部署调用.md	130	except Exception as exc:	CODE
LOW	models/ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手.md	398	except Exception as e:	CODE
LOW	models/ChatGLM/Extra-ChatGLM3-6B-Pipeline.md	341	except Exception as e:	CODE
LOW	models/ChatGLM/Extra-ChatGLM3-6B-Pipeline.md	404	except Exception as e:	CODE
LOW	models/ChatGLM/Extra-ChatGLM3-6B-Pipeline.md	457	except Exception as e:	CODE
LOW	models/ChatGLM/Extra-ChatGLM3-6B-Pipeline.md	491	except Exception as e:	CODE
LOW	…ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手/run_gradio.py	71	except Exception as e:	CODE
LOW	models/InternLM/06-InternLM接入LangChain搭建知识库助手.md	401	except Exception as e:	CODE
LOW	…s/InternLM/06-InternLM接入LangChain搭建知识库助手/run_gradio.py	61	except Exception as e:	CODE
LOW	…VL/02-Qwen2-VL-2B-Instruct Web Demo 参考代码/mm_qwen2vl.py	167	except Exception:	CODE
LOW	models/Qwen2.5/06-Qwen2.5-7B-Instruct o1-like 推理链实现.md	118	except Exception as e:	CODE
LOW	models/Gemma3/8-gemma3-4b-it 模型服务部署.md	86	except Exception as e:	CODE
LOW	models/Gemma3/01-gemma-3-4b-it FastApi 部署调用.md	136	except Exception as e:	CODE
LOW	models/Gemma3/01-gemma-3-4b-it FastApi 部署调用.md	146	except Exception as e:	CODE
LOW	models/Gemma3/01-gemma-3-4b-it FastApi 部署调用.md	210	except Exception as e:	CODE
LOW	models/Atom/02-Atom-7B-Chat Lora 微调.md	298	except Exception as e:	CODE
LOW	models/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手.md	443	except Exception as e:	CODE
LOW	…/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手/run_gradio.py	60	except Exception as e:	CODE
LOW	models/Atom/02-Atom-7B-Chat-Lora/train.py	215	except Exception as e:	CODE
LOW	models/Gemma4/01-gemma-4-E4B-it FastApi 部署调用.md	164	except Exception as e:	CODE
LOW	models/Gemma4/01-gemma-4-E4B-it FastApi 部署调用.md	174	except Exception as e:	CODE
LOW	models/Gemma4/01-gemma-4-E4B-it FastApi 部署调用.md	243	except Exception:	CODE
LOW	models/Gemma4/01-gemma-4-E4B-it FastApi 部署调用.md	256	except Exception as e:	CODE
LOW	models/Gemma4/verify_gemma4_tutorials.py	183	except Exception:	CODE
45 more matches not shown…

Decorative Section Separators16 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	427	# ========================	COMMENT
MEDIUM	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	429	# ========================	COMMENT
MEDIUM	models_mlx/run_app_gradio.py	20	# ============================================================	COMMENT
MEDIUM	models_mlx/run_app_gradio.py	22	# ============================================================	COMMENT
MEDIUM⚡	models_mlx/run_app_gradio.py	131	# ============================================================	COMMENT
MEDIUM⚡	models_mlx/run_app_gradio.py	133	# ============================================================	COMMENT
MEDIUM	models_mlx/run_app_gradio.py	307	# ============================================================	COMMENT
MEDIUM	models_mlx/run_app_gradio.py	309	# ============================================================	COMMENT
MEDIUM	models_mlx/modules/framework.py	104	# ============================================================	COMMENT
MEDIUM	models_mlx/modules/framework.py	106	# ============================================================	COMMENT
MEDIUM⚡	models_mlx/modules/download_model.py	14	# ============================================================	COMMENT
MEDIUM⚡	models_mlx/modules/download_model.py	16	# ============================================================	COMMENT
MEDIUM⚡	models_mlx/modules/download_model.py	23	# ============================================================	COMMENT
MEDIUM⚡	models_mlx/modules/download_model.py	25	# ============================================================	COMMENT
MEDIUM	models_mlx/modules/download_model.py	183	# ============================================================	COMMENT
MEDIUM	models_mlx/modules/download_model.py	185	# ============================================================	COMMENT

Unused Imports34 hits · 34 pts

Severity	File	Line	Context
LOW	utils.py	2	CODE
LOW	utils.py	3	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	2	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	3	CODE
LOW	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	3	CODE
LOW	…ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手/run_gradio.py	15	CODE
LOW	…s/InternLM/06-InternLM接入LangChain搭建知识库助手/run_gradio.py	5	CODE
LOW	…2B-Instruct FastApi 参考代码/api_server_image_and_video.py	3	CODE
LOW	…-Qwen2-VL-2B-Instruct FastApi 参考代码/api_server_image.py	3	CODE
LOW	…-Instruct FastApi 参考代码/qwen_vl_utils/vision_process.py	1	CODE
LOW	…/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手/run_gradio.py	5	CODE
LOW	models/Atom/02-Atom-7B-Chat-Lora/train.py	15	CODE
LOW	models/Atom/02-Atom-7B-Chat-Lora/train.py	18	CODE
LOW	models/Gemma4/api.py	2	CODE
LOW	…dels/MiniCPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/trainer.py	5	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	2	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	5	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	8	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	8	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	9	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	9	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	16	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	16	CODE
LOW	models/MiniCPM/train.py	6	CODE
LOW	models/Kimi-VL/01-Kimi-VL-对话助手/app/app.py	9	CODE
LOW	…/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手/run_gradio.py	5	CODE
LOW	models/XVERSE/code/LLM.py	4	CODE
LOW	models/XVERSE/code/LLM.py	4	CODE
LOW	models/XVERSE/code/model_download.py	1	CODE
LOW	models/XVERSE/code/model_download.py	2	CODE
LOW	models/XVERSE/code/model_download.py	2	CODE
LOW	models/XVERSE/code/model_download.py	3	CODE
LOW	models/BlueLM/04-BlueLM-7B-Chat Lora 微调.py	3	CODE
LOW	examples/Chat-嬛嬛/train.py	4	CODE

Deep Nesting19 hits · 19 pts

Severity	File	Line	Context
LOW	utils.py	91	CODE
LOW	…/ChatGLM/05-ChatGLM3-6B接入LangChain搭建知识库助手/create_db.py	23	CODE
LOW	…els/InternLM/06-InternLM接入LangChain搭建知识库助手/creat_db.py	11	CODE
LOW	…-Instruct FastApi 参考代码/qwen_vl_utils/vision_process.py	82	CODE
LOW	…-Instruct FastApi 参考代码/qwen_vl_utils/vision_process.py	303	CODE
LOW	…VL/02-Qwen2-VL-2B-Instruct Web Demo 参考代码/mm_qwen2vl.py	54	CODE
LOW	…VL/02-Qwen2-VL-2B-Instruct Web Demo 参考代码/mm_qwen2vl.py	229	CODE
LOW	…ls/Atom/03-Atom-7B-Chat 接入langchain搭建知识库助手/creat_db.py	13	CODE
LOW	models/Gemma4/verify_gemma4_tutorials.py	66	CODE
LOW	models/Gemma4/verify_gemma4_tutorials.py	134	CODE
LOW	models/Gemma4/api.py	107	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	231	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	271	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	310	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	427	CODE
LOW	models/Kimi-VL/01-Kimi-VL-对话助手/app/app.py	167	CODE
LOW	…ls/Qwen/07-Qwen-7B-Chat 接入langchain搭建知识库助手/creat_db.py	11	CODE
LOW	models_mlx/run_app_gradio.py	329	CODE
LOW	models_mlx/modules/download_model.py	120	CODE

Structural Annotation Overuse11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	717	# Step 1: 构造初始输入并生成输出（不加载 LoRA）	COMMENT
LOW	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	738	# Step 2: 保存 GRPO 微调得到的 LoRA 权重	COMMENT
LOW	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	741	# Step 3: 检查保存的 safetensors 权重不为全零	COMMENT
LOW	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	752	# Step 4: 构造消息格式输入并应用 tokenizer 的 chat_template	COMMENT
LOW	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	765	# Step 5: 加载微调后的 LoRA 并生成输出	COMMENT
LOW	examples/Chat-嬛嬛/readme.md	15	## Step 1: 环境准备	COMMENT
LOW	examples/Chat-嬛嬛/readme.md	44	## Step 2: 数据准备	COMMENT
LOW	examples/Chat-嬛嬛/readme.md	130	## Step 3: 模型训练	COMMENT
LOW	examples/AMchat-高等数学/readme.md	26	### Step 1: 数据准备	COMMENT
LOW	examples/AMchat-高等数学/readme.md	49	### Step 2: 环境准备	COMMENT
LOW	examples/AMchat-高等数学/readme.md	66	### Step 3: 模型微调	COMMENT

Hyper-Verbose Identifiers13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	models/Gemma3/6-gemma3-4B-itGRPO微调及通过swanlab可视化.md	258	def match_format_approximately(completions, **kwargs):	CODE
LOW	models/Gemma4/verify_gemma4_tutorials.py	66	def test_fastapi_smoke_with_mock() -> bool:	CODE
LOW	models/Gemma4/6-gemma4-E4B-itGRPO微调及通过swanlab可视化.md	260	def match_format_approximately(completions, **kwargs):	CODE
LOW	models/phi4/06-Phi-4-GRPO及swanlab可视化.md	229	def strict_format_reward_func(completions, **kwargs) -> list[float]:	STRING
LOW	models/MiniCPM-o/04-MiniCPM-0-2.6 Lora微调.md	259	def make_supervised_data_module(	CODE
LOW	models/MiniCPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/train.py	17	def make_supervised_data_module(	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	199	def conversation_to_ids_minicpm(conversation, tokenizer):	CODE
LOW	models/Qwen3/10-Qwen3-8B GRPO微调及通过swanlab可视化.md	474	def match_format_approximately(completions, **kwargs):	CODE
LOW	…n-A13B-Instruct/03-Hunyuan-A13B-Instruct-SGLang部署调用.md	157	def chatcompletionwiththinkbyargs(messages, enable_thinking=True):	CODE
LOW	…l-Qwen/05-DeepSeek-R1-0528-Qwen3-8B-GRPO及swanlab可视化.md	198	def match_format_approximately(completions, **kwargs):	CODE
LOW	…l-Qwen/05-DeepSeek-R1-0528-Qwen3-8B-GRPO及swanlab可视化.md	287	def format_and_language_reward_func(completions, **kwargs):	CODE
LOW	examples/数字生命/readme.md	23	def convert_to_sharegpt_format(original_data,new_system_value=None):	CODE
LOW	examples/Tianji-天机/readme.md	225	def extract_and_merge_conversations(folder_path, output_file):	STRING

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	models/GLM-4/04-GLM-4-9B-Chat vLLM 部署调用.md	101	# tokenizer = AutoTokenizer.from_pretrained(model, use_fast=False) # 加载分词器后传入vLLM 模型，但不是必要的。	COMMENT
LOW	models/Qwen2.5/03-Qwen2.5-7B-Instruct vLLM 部署调用.md	101		COMMENT
LOW	models/MiniCPM-o/03-MiniCPM-o-2.6 多模态语音能力.md	141		COMMENT
LOW	models/Qwen2/04-Qwen2-7B-Instruct vLLM 部署调用.md	121	# tokenizer = AutoTokenizer.from_pretrained(model, use_fast=False)	COMMENT
LOW	models/Qwen/08-Qwen-7B-Chat Lora 低精度微调.py	61	tokenized_id = ds.map(process_func, remove_columns=ds.column_names)	COMMENT
LOW	models/Qwen1.5/07-Qwen1.5-7B-Chat vLLM 推理部署调用.md	101	if __name__ == "__main__":	COMMENT
LOW	models/XVERSE/code/data_format.py	21	with open('ruozhiba.json', 'w', encoding='utf-8') as f:	COMMENT
LOW	models/InternLM3/04-InternLM3-8B-Instruct LoRA.md	201	> 注意：此处要记得修改为自己的模型路径哦~	COMMENT
LOW	models/InternLM3/04-InternLM3-8B-Instruct LoRA.md	221	# )	COMMENT
LOW	…still-Qwen/04-DeepSeek-R1-Distill-Qwen-7B vLLM 部署调用.md	101	# tokenizer = AutoTokenizer.from_pretrained(model, use_fast=False)	COMMENT
LOW	examples/Tianji-天机/readme.md	41	from zhipuai import ZhipuAI	COMMENT

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	utils.py	21	# Read files	COMMENT
LOW	utils.py	61	# Check if the task contains "Lora" or "微调" (case-insensitive)	COMMENT
LOW	utils.py	84	# Print results	COMMENT
LOW	models/GLM-4/benchmark_throughput.py	155	# Check if we can add more requests to the batch.	COMMENT
LOW	models/Qwen2.5/benchmark_throughput.py	257	# Check if we can add more requests to the batch.	COMMENT
LOW	models/Qwen2/benchmark_throughput.py	154	# Check if we can add more requests to the batch.	COMMENT
LOW	models/Qwen1.5/benchmark_throughput.py	154	# Check if we can add more requests to the batch.	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	162	except Exception:	CODE
HIGH	…uct Lora 可视化微调案例 - LaTexOCR/compare_qwen3_vl_infer.py	174	except Exception:	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…-Instruct FastApi 参考代码/qwen_vl_utils/vision_process.py	132	calculate the number of frames for video used for model inputs. Args: ele (dict): a dict contains the confi	STRING

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…dels/GLM-4.7-Flash/03-GLM-4.7-Flash-Lora微调及Docker镜像.md	137	swanlab.login(api_key='your-apikey', save=True) # 记得替换为自己账号的apikey	CODE

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…-Instruct FastApi 参考代码/qwen_vl_utils/vision_process.py	22	logger = logging.getLogger(__name__)	CODE
LOW	models/Gemma4/api.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…CPM-o/04-MiniCPM-0-2.6 Lora微调参考代码/minicpm_datasets.py	19	logger = logging.getLogger(__name__)	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	utils.py	149	# Usage example	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	models/XVERSE/code/LLM.py	30		CODE

datawhalechina/self-llm

Open-Source Code Quality, Security and Technical Debt Review