HaujetZhao/CapsWriter-Offline

19.5

Adjusted Score

19.5

Raw Score

100%

Time Factor

2026-08-26

Last Push

6.7K

Stars

Python

Language

143.9K

Lines of Code

324

Files

1.8K

Pattern Hits

2026-08-29

Scan Date

0.42

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0HIGH 135MEDIUM 278LOW 1430

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 1843 distinct pattern matches across 18 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.

Cross-File Repetition134 hits · 670 pts

Severity	File	Line	Snippet	Context
HIGH	core/server/engines/qwen_asr_gguf/__init__.py	0	funasr-gguf: 混合 asr 推理引擎使用 onnx runtime (encoder/ctc) + llama.cpp (gguf decoder) 进行语音识别 api 兼容 sherpa-onnx，可直接替换使用。	STRING
HIGH	core/server/engines/force_aligner_gguf/__init__.py	0	funasr-gguf: 混合 asr 推理引擎使用 onnx runtime (encoder/ctc) + llama.cpp (gguf decoder) 进行语音识别 api 兼容 sherpa-onnx，可直接替换使用。	STRING
HIGH	core/server/engines/fun_asr_gguf/__init__.py	0	funasr-gguf: 混合 asr 推理引擎使用 onnx runtime (encoder/ctc) + llama.cpp (gguf decoder) 进行语音识别 api 兼容 sherpa-onnx，可直接替换使用。	STRING
HIGH	core/server/engines/qwen_asr_gguf/__init__.py	0	配置全局日志 args: level: 日志级别 (debug, info, warning, error, critical) log_file: 日志文件名 returns: 配置好的 logger 实例	STRING
HIGH	core/server/engines/force_aligner_gguf/__init__.py	0	配置全局日志 args: level: 日志级别 (debug, info, warning, error, critical) log_file: 日志文件名 returns: 配置好的 logger 实例	STRING
HIGH	core/server/engines/fun_asr_gguf/__init__.py	0	配置全局日志 args: level: 日志级别 (debug, info, warning, error, critical) log_file: 日志文件名 returns: 配置好的 logger 实例	STRING
HIGH	core/server/engines/sensevoice_onnx/__init__.py	0	配置全局日志 args: level: 日志级别 (debug, info, warning, error, critical) log_file: 日志文件名 returns: 配置好的 logger 实例	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/llama.py	0	llama.cpp 日志回调函数 level: 2 = error 3 = warn 4 = info 5 = debug	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/llama.py	0	llama.cpp 日志回调函数 level: 2 = error 3 = warn 4 = info 5 = debug	STRING
HIGH	core/server/engines/fun_asr_gguf/inference/llama.py	0	llama.cpp 日志回调函数 level: 2 = error 3 = warn 4 = info 5 = debug	STRING
HIGH	core/server/engines/llama/llama.py	0	llama.cpp 日志回调函数 level: 2 = error 3 = warn 4 = info 5 = debug	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/llama.py	0	加载 gguf 模型（自动处理初始化和路径编码） args: model_path: gguf 模型文件路径 n_gpu_layers: 卸载到 gpu 的层数 (-1 表示全部) use_gpu: 是否启用 gpu (如果为 false，	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/llama.py	0	加载 gguf 模型（自动处理初始化和路径编码） args: model_path: gguf 模型文件路径 n_gpu_layers: 卸载到 gpu 的层数 (-1 表示全部) use_gpu: 是否启用 gpu (如果为 false，	STRING
HIGH	core/server/engines/fun_asr_gguf/inference/llama.py	0	加载 gguf 模型（自动处理初始化和路径编码） args: model_path: gguf 模型文件路径 n_gpu_layers: 卸载到 gpu 的层数 (-1 表示全部) use_gpu: 是否启用 gpu (如果为 false，	STRING
HIGH	core/server/engines/llama/llama.py	0	加载 gguf 模型（自动处理初始化和路径编码） args: model_path: gguf 模型文件路径 n_gpu_layers: 卸载到 gpu 的层数 (-1 表示全部) use_gpu: 是否启用 gpu (如果为 false，	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/llama.py	0	获取 batch 中第 i 个 token 的 logits 输出 (前提是该 token 启用了 logits 标志)	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/llama.py	0	获取 batch 中第 i 个 token 的 logits 输出 (前提是该 token 启用了 logits 标志)	STRING
HIGH	core/server/engines/fun_asr_gguf/inference/llama.py	0	获取 batch 中第 i 个 token 的 logits 输出 (前提是该 token 启用了 logits 标志)	STRING
HIGH	core/server/engines/llama/llama.py	0	获取 batch 中第 i 个 token 的 logits 输出 (前提是该 token 启用了 logits 标志)	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/llama.py	0	高阶接口：直接注入 embedding 数据并初始化位置信息 args: data: embedding 数据 [n_tokens, dim] pos: 位置信息。 - 若为 int，则视为起始偏移量，自动生成 [offset, offse	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/llama.py	0	高阶接口：直接注入 embedding 数据并初始化位置信息 args: data: embedding 数据 [n_tokens, dim] pos: 位置信息。 - 若为 int，则视为起始偏移量，自动生成 [offset, offse	STRING
HIGH	core/server/engines/fun_asr_gguf/inference/llama.py	0	高阶接口：直接注入 embedding 数据并初始化位置信息 args: data: embedding 数据 [n_tokens, dim] pos: 位置信息。 - 若为 int，则视为起始偏移量，自动生成 [offset, offse	STRING
HIGH	core/server/engines/llama/llama.py	0	高阶接口：直接注入 embedding 数据并初始化位置信息 args: data: embedding 数据 [n_tokens, dim] pos: 位置信息。 - 若为 int，则视为起始偏移量，自动生成 [offset, offse	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/llama.py	0	底层极限优化：用于单 token 生成的无分配 batch 构造。相当于 c++ 的 llama_batch_get_one(&token, 1)。它不依赖 llama_batch_init 的内存分配，并允许底层自动推断 pos。	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/llama.py	0	底层极限优化：用于单 token 生成的无分配 batch 构造。相当于 c++ 的 llama_batch_get_one(&token, 1)。它不依赖 llama_batch_init 的内存分配，并允许底层自动推断 pos。	STRING
HIGH	core/server/engines/fun_asr_gguf/inference/llama.py	0	底层极限优化：用于单 token 生成的无分配 batch 构造。相当于 c++ 的 llama_batch_get_one(&token, 1)。它不依赖 llama_batch_init 的内存分配，并允许底层自动推断 pos。	STRING
HIGH	core/server/engines/llama/llama.py	0	底层极限优化：用于单 token 生成的无分配 batch 构造。相当于 c++ 的 llama_batch_get_one(&token, 1)。它不依赖 llama_batch_init 的内存分配，并允许底层自动推断 pos。	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/llama.py	0	超极速 gguf embedding 提取 (直接二进制寻址) 避免加载整个模型、避免解析包含 15 万词条的 tokenizer 对象。耗时降至 < 50ms。	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/llama.py	0	超极速 gguf embedding 提取 (直接二进制寻址) 避免加载整个模型、避免解析包含 15 万词条的 tokenizer 对象。耗时降至 < 50ms。	STRING
HIGH	core/server/engines/fun_asr_gguf/inference/llama.py	0	超极速 gguf embedding 提取 (直接二进制寻址) 避免加载整个模型、避免解析包含 15 万词条的 tokenizer 对象。耗时降至 < 50ms。	STRING
HIGH	core/server/engines/llama/llama.py	0	超极速 gguf embedding 提取 (直接二进制寻址) 避免加载整个模型、避免解析包含 15 万词条的 tokenizer 对象。耗时降至 < 50ms。	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/audio.py	0	纯 numpy 实现的 resample_poly 算法精准复刻 scipy.signal.resample_poly，与 scipy 相似度达 0.99999998	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/audio.py	0	纯 numpy 实现的 resample_poly 算法精准复刻 scipy.signal.resample_poly，与 scipy 相似度达 0.99999998	STRING
HIGH	core/server/engines/sensevoice_onnx/inference/audio.py	0	纯 numpy 实现的 resample_poly 算法精准复刻 scipy.signal.resample_poly，与 scipy 相似度达 0.99999998	STRING
HIGH	core/server/engines/qwen_asr_gguf/inference/audio.py	0	加载音频文件的主入口。根据后缀名判断读取方式： - soundfile 支持: .wav, .flac, .ogg, .mp3 - 其他 ffmpeg fallback: .m4a, .mp4, .opus, .wmv 等	STRING
HIGH	…e/server/engines/force_aligner_gguf/inference/audio.py	0	加载音频文件的主入口。根据后缀名判断读取方式： - soundfile 支持: .wav, .flac, .ogg, .mp3 - 其他 ffmpeg fallback: .m4a, .mp4, .opus, .wmv 等	STRING
HIGH	core/server/engines/sensevoice_onnx/inference/audio.py	0	加载音频文件的主入口。根据后缀名判断读取方式： - soundfile 支持: .wav, .flac, .ogg, .mp3 - 其他 ffmpeg fallback: .m4a, .mp4, .opus, .wmv 等	STRING
HIGH	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	0	中文数字转阿拉伯数字 (chinese itn - inverse text normalization) 用于把语音识别出的中文数字转为阿拉伯数字形式，使用正则表达式进行匹配和替换。用法示例： from chinese_itn imp	STRING
HIGH	…er/engines/force_aligner_gguf/inference/chinese_itn.py	0	中文数字转阿拉伯数字 (chinese itn - inverse text normalization) 用于把语音识别出的中文数字转为阿拉伯数字形式，使用正则表达式进行匹配和替换。用法示例： from chinese_itn imp	STRING
HIGH	…erver/engines/sensevoice_onnx/inference/chinese_itn.py	0	中文数字转阿拉伯数字 (chinese itn - inverse text normalization) 用于把语音识别出的中文数字转为阿拉伯数字形式，使用正则表达式进行匹配和替换。用法示例： from chinese_itn imp	STRING
HIGH	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	0	正经八百五零二落五零四散五十步笑百步乌七八糟污七八糟四百四病思绪万千十有八九十之八九三十而立三十六策三十六计三十六行三五成群三百六十行三六九等七老八十七零八落七零八碎七七八八乱七八遭乱七八糟略知	STRING
HIGH	…er/engines/force_aligner_gguf/inference/chinese_itn.py	0	正经八百五零二落五零四散五十步笑百步乌七八糟污七八糟四百四病思绪万千十有八九十之八九三十而立三十六策三十六计三十六行三五成群三百六十行三六九等七老八十七零八落七零八碎七七八八乱七八遭乱七八糟略知	STRING
HIGH	…erver/engines/sensevoice_onnx/inference/chinese_itn.py	0	正经八百五零二落五零四散五十步笑百步乌七八糟污七八糟四百四病思绪万千十有八九十之八九三十而立三十六策三十六计三十六行三五成群三百六十行三六九等七老八十七零八落七零八碎七七八八乱七八遭乱七八糟略知	STRING
HIGH	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	0	(?x) (?<!点) (?: [二三四五六七八九]{{2}}(?:十\|[百千万亿]){optional_unit} \| [一二三四五六七八九]?十[一二三四五六七八九]{{2}}(?:[万千亿]\|{optional_unit}) \| [一	STRING
HIGH	…er/engines/force_aligner_gguf/inference/chinese_itn.py	0	(?x) (?<!点) (?: [二三四五六七八九]{{2}}(?:十\|[百千万亿]){optional_unit} \| [一二三四五六七八九]?十[一二三四五六七八九]{{2}}(?:[万千亿]\|{optional_unit}) \| [一	STRING
HIGH	…erver/engines/sensevoice_onnx/inference/chinese_itn.py	0	(?x) (?<!点) (?: [二三四五六七八九]{{2}}(?:十\|[百千万亿]){optional_unit} \| [一二三四五六七八九]?十[一二三四五六七八九]{{2}}(?:[万千亿]\|{optional_unit}) \| [一	STRING
HIGH	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	0	(?ix) ([a-z]\s*)? ( ( [几零幺一二两三四五六七八九十百千万点比] \|[零一二三四五六七八九十][ ] \|(?<=[一二两三四五六七八九十])[年月日号分] \|(分之) )+ ( (?<=[一二两三四五六七八九十])([	STRING
HIGH	…er/engines/force_aligner_gguf/inference/chinese_itn.py	0	(?ix) ([a-z]\s*)? ( ( [几零幺一二两三四五六七八九十百千万点比] \|[零一二三四五六七八九十][ ] \|(?<=[一二两三四五六七八九十])[年月日号分] \|(分之) )+ ( (?<=[一二两三四五六七八九十])([	STRING
HIGH	…erver/engines/sensevoice_onnx/inference/chinese_itn.py	0	(?ix) ([a-z]\s*)? ( ( [几零幺一二两三四五六七八九十百千万点比] \|[零一二三四五六七八九十][ ] \|(?<=[一二两三四五六七八九十])[年月日号分] \|(分之) )+ ( (?<=[一二两三四五六七八九十])([	STRING
HIGH	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	0	"......!!!!!!?????? i\'ve been \'told he\'s there, \'re you sure? \'m not sure i\'ll make it, \'d you like some tea? we\	STRING
HIGH	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	0	"......!!!!!!?????? i\'ve been \'told he\'s there, \'re you sure? \'m not sure i\'ll make it, \'d you like some tea? we\	STRING
HIGH	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	0	"......!!!!!!?????? i\'ve been \'told he\'s there, \'re you sure? \'m not sure i\'ll make it, \'d you like some tea? we\	STRING
HIGH	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	0	bpe_tok_path = self.dir_model / "tokenizer.json" if bpe_tok_path.exists(): self._set_vocab_gpt2() # we need this to vali	STRING
HIGH	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	0	bpe_tok_path = self.dir_model / "tokenizer.json" if bpe_tok_path.exists(): self._set_vocab_gpt2() # we need this to vali	STRING
HIGH	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	0	bpe_tok_path = self.dir_model / "tokenizer.json" if bpe_tok_path.exists(): self._set_vocab_gpt2() # we need this to vali	STRING
HIGH	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	0	tensor_name = "dense_2" if module_path == "2_dense" else "dense_3" return tensor_name def set_gguf_parameters(self): sup	STRING
HIGH	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	0	tensor_name = "dense_2" if module_path == "2_dense" else "dense_3" return tensor_name def set_gguf_parameters(self): sup	STRING
HIGH	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	0	tensor_name = "dense_2" if module_path == "2_dense" else "dense_3" return tensor_name def set_gguf_parameters(self): sup	STRING
HIGH	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	0	parts = name.split(".") # mobilenet blocks have at least 7 parts: model, vision_tower, timm_model, blocks, bid, sid, and	STRING
HIGH	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	0	parts = name.split(".") # mobilenet blocks have at least 7 parts: model, vision_tower, timm_model, blocks, bid, sid, and	STRING
74 more matches not shown…

Decorative Section Separators226 hits · 656 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	core/ui/toast_constants.py	8	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	10	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	16	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	18	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	34	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	36	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	41	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	43	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	48	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_constants.py	50	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_base.py	35	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_base.py	37	# ============================================================	COMMENT
MEDIUM⚡	core/ui/toast_base.py	333	# --------------------------------------------------------	COMMENT
MEDIUM⚡	core/ui/toast_base.py	335	# --------------------------------------------------------	COMMENT
MEDIUM⚡	core/ui/toast_base.py	371	# --------------------------------------------------------	COMMENT
MEDIUM⚡	core/ui/toast_base.py	373	# --------------------------------------------------------	COMMENT
MEDIUM	core/ui/toast_base.py	59	# ============================================================	COMMENT
MEDIUM	core/ui/toast_base.py	61	# ============================================================	COMMENT
MEDIUM	core/ui/toast_base.py	205	# --------------------------------------------------------	COMMENT
MEDIUM	core/ui/toast_base.py	207	# --------------------------------------------------------	COMMENT
MEDIUM	core/ui/toast_base.py	510	# --------------------------------------------------------	COMMENT
MEDIUM	core/ui/toast_base.py	512	# --------------------------------------------------------	COMMENT
MEDIUM⚡	core/ui/toast_base.py	492	# --------------------------------------------------------	STRING
MEDIUM⚡	core/ui/toast_base.py	494	# --------------------------------------------------------	STRING
MEDIUM	core/ui/__init__.py	9	# ============================================================	COMMENT
MEDIUM	core/ui/__init__.py	11	# ============================================================	COMMENT
MEDIUM⚡	core/ui/__init__.py	36	# ============================================================	COMMENT
MEDIUM⚡	core/ui/__init__.py	38	# ============================================================	COMMENT
MEDIUM	core/ui/toast.py	44	# ============================================================	COMMENT
MEDIUM	core/ui/toast.py	46	# ============================================================	COMMENT
MEDIUM	core/ui/toast.py	147	# ============================================================	COMMENT
MEDIUM	core/ui/toast.py	149	# ============================================================	COMMENT
MEDIUM	core/ui/toast_manager.py	51	# ============================================================	COMMENT
MEDIUM	core/ui/toast_manager.py	53	# ============================================================	COMMENT
MEDIUM	core/ui/toast_manager.py	88	# ============================================================	COMMENT
MEDIUM	core/ui/toast_manager.py	90	# ============================================================	COMMENT
MEDIUM	core/ui/dialogs.py	23	# ============================================================	COMMENT
MEDIUM	core/ui/dialogs.py	25	# ============================================================	COMMENT
MEDIUM	core/tools/token_sync.py	97	# ── Phase 1: 展开多字符 token ──────────────────────────	COMMENT
MEDIUM	core/tools/token_sync.py	109	# ── Phase 2: SequenceMatcher 对齐 ────────────────────	COMMENT
MEDIUM	core/tools/token_sync.py	140	# ── Phase 3: 合并回词级 ──────────────────────────────	COMMENT
MEDIUM	core/tools/token_sync.py	147	# ── 内部处理函数 ─────────────────────────────────────────	COMMENT
MEDIUM⚡	core/tools/chinese_itn/sequence_parser.py	10	# ============================================================	COMMENT
MEDIUM⚡	core/tools/chinese_itn/sequence_parser.py	12	# ============================================================	COMMENT
MEDIUM⚡	core/tools/chinese_itn/sequence_parser.py	22	# ============================================================	COMMENT
MEDIUM⚡	core/tools/chinese_itn/sequence_parser.py	24	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/sequence_parser.py	66	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/sequence_parser.py	68	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/sequence_parser.py	287	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/sequence_parser.py	289	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/replacer.py	18	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/replacer.py	20	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/replacer.py	48	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/replacer.py	50	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/replacer.py	236	# ============================================================	COMMENT
MEDIUM	core/tools/chinese_itn/replacer.py	238	# ============================================================	COMMENT
MEDIUM⚡	core/server/engines/qwen_asr_gguf/inference/llama.py	16	# =========================================================================	COMMENT
MEDIUM⚡	core/server/engines/qwen_asr_gguf/inference/llama.py	18	# =========================================================================	COMMENT
MEDIUM⚡	core/server/engines/qwen_asr_gguf/inference/llama.py	21	# =========================================================================	COMMENT
MEDIUM⚡	core/server/engines/qwen_asr_gguf/inference/llama.py	23	# =========================================================================	COMMENT
166 more matches not shown…

Unused Imports475 hits · 472 pts

Severity	File	Line	Context
LOW	build_hook.py	2	CODE
LOW	start_client.py	2	CODE
LOW	config_client.py	2	CODE
LOW	config_client.py	3	CODE
LOW	core/protocol.py	9	CODE
LOW	core/protocol.py	11	CODE
LOW	core/__init__.py	3	CODE
LOW	core/__init__.py	3	CODE
LOW	core/ui/context_dialog.py	10	CODE
LOW	core/ui/context_dialog.py	19	CODE
LOW	core/ui/toast_text.py	6	CODE
LOW	core/ui/hotword_dialog.py	18	CODE
LOW	core/ui/tray.py	24	CODE
LOW	core/ui/toast_base.py	6	CODE
LOW	core/ui/toast_base.py	8	CODE
LOW	core/ui/toast_base.py	16	CODE
LOW	core/ui/__init__.py	7	CODE
LOW	core/ui/__init__.py	40	CODE
LOW	core/ui/__init__.py	40	CODE
LOW	core/ui/__init__.py	40	CODE
LOW	core/ui/__init__.py	40	CODE
LOW	core/ui/__init__.py	41	CODE
LOW	core/ui/__init__.py	41	CODE
LOW	core/ui/toast_label.py	6	CODE
LOW	core/ui/toast_label.py	8	CODE
LOW	core/ui/toast.py	156	CODE
LOW	core/ui/toast_manager.py	1	CODE
LOW	core/ui/toast_manager.py	7	CODE
LOW	core/tools/empty_working_set.py	10	CODE
LOW	core/tools/__init__.py	18	CODE
LOW	core/tools/__init__.py	19	CODE
LOW	core/tools/__init__.py	19	CODE
LOW	core/tools/__init__.py	20	CODE
LOW	core/tools/__init__.py	21	CODE
LOW	core/tools/signal_handler.py	2	CODE
LOW	core/tools/signal_handler.py	4	CODE
LOW	core/tools/clean_assets.py	8	CODE
LOW	core/tools/clean_assets.py	13	CODE
LOW	core/tools/daemon_executor.py	3	CODE
LOW	core/tools/daemon_executor.py	4	CODE
LOW	core/tools/srt_from_txt.py	20	CODE
LOW	core/tools/srt_from_txt.py	20	CODE
LOW	core/tools/format_tools.py	9	CODE
LOW	core/tools/window_detector.py	75	CODE
LOW	core/tools/zhconv/__init__.py	14	CODE
LOW	core/tools/zhconv/__init__.py	14	CODE
LOW	core/tools/zhconv/__init__.py	14	CODE
LOW	core/tools/zhconv/__init__.py	14	CODE
LOW	core/tools/zhconv/__init__.py	14	CODE
LOW	core/tools/zhconv/zhconv.py	19	CODE
LOW	core/tools/zhconv/zhconv.py	20	CODE
LOW	core/tools/chinese_itn/__init__.py	9	CODE
LOW	core/server/__init__.py	17	CODE
LOW	core/server/__init__.py	19	CODE
LOW	core/server/__init__.py	24	CODE
LOW	core/server/__init__.py	24	CODE
LOW	core/server/state.py	8	CODE
LOW	core/server/schema.py	10	CODE
LOW	core/server/ui/__init__.py	2	CODE
LOW	core/server/ui/tray_manager.py	2	CODE
415 more matches not shown…

Hyper-Verbose Identifiers259 hits · 246 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/ui/toast_base.py	39	def add_zero_width_for_chinese(text: str) -> str:	CODE
LOW⚡	core/ui/toast_base.py	375	def _calculate_height_coefficient(self, content_height: int) -> float:	CODE
LOW	core/ui/dialogs.py	89	def create_label_button_frame(	CODE
LOW	core/tools/empty_working_set.py	37	def empty_current_working_set() -> None:	CODE
LOW	core/tools/punc_converter.py	46	def should_convert_punctuation(window_title: str, keywords: list) -> bool:	CODE
LOW	core/tools/chinese_itn/sequence_parser.py	79	def _infer_omitted_unit_scale(tokens, i, j):	CODE
LOW	core/server/merger/token_merger.py	15	def merge_tokens_by_sequence_matcher(	CODE
LOW	core/server/merger/utils.py	48	def remove_trailing_punctuation(	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/encoder.py	110	def get_feat_extract_output_lengths(input_lengths):	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	853	def get_token_embeddings_gguf(model_path, target_tensor="token_embd.weight"):	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1359	def _create_vocab_sentencepiece(self):	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3015	def _ffn_mult_to_intermediate_size(ffn_mult: float, n_embd: int) -> int:	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4909	def shuffle_attn_output_weight(self, data_torch):	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	5393	def _xlmroberta_tokenizer_init(self) -> None:	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	10630	def get_community_chat_template(vocab: MistralVocab, templates_dir: Path, is_mistral_format: bool):	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	11137	def meta_with_dtype_and_shape(cls, dtype: torch.dtype, shape: tuple[int, ...]) -> Tensor:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	522	def add_sampling_xtc_probability(self, xtc_probability: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	525	def add_sampling_xtc_threshold(self, xtc_threshold: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	531	def add_sampling_penalty_last_n(self, penalty_last_n: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	534	def add_sampling_penalty_repeat(self, penalty_repeat: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	540	def add_sampling_mirostat_tau(self, mirostat_tau: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	543	def add_sampling_mirostat_eta(self, mirostat_eta: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	708	def add_leading_dense_block_count(self, length: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	717	def add_expert_feed_forward_length(self, length: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	720	def add_expert_shared_feed_forward_length(self, length: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	723	def add_expert_chunk_feed_forward_length(self, length: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	729	def add_decoder_start_token_id(self, id: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	735	def add_embedding_length_per_layer_input(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	744	def add_activation_sparsity_scale(self, values: Sequence[float]) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	794	def add_attn_logit_softcapping(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	797	def add_router_logit_softcapping(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	800	def add_final_logit_softcapping(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	941	def add_rope_scaling_attn_factors(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	944	def add_rope_scaling_orig_ctx_len(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	947	def add_rope_scaling_finetuned(self, value: bool) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	950	def add_rope_scaling_yarn_log_mul(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	953	def add_rope_scaling_yarn_ext_factor(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	956	def add_rope_scaling_yarn_attn_factor(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	959	def add_rope_scaling_yarn_beta_fast(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	962	def add_rope_scaling_yarn_beta_slow(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1075	def add_classifier_output_labels(self, labels: Sequence[str]) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1080	def add_clip_has_vision_encoder(self, value: bool) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1083	def add_clip_has_audio_encoder(self, value: bool) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1089	def add_clip_vision_projector_type(self, value: str) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1092	def add_vision_projection_dim(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1098	def add_vision_embedding_length(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1101	def add_vision_feed_forward_length(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1110	def add_vision_attention_layernorm_eps(self, value: float) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1116	def add_vision_preproc_image_size(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1125	def add_vision_spatial_merge_size(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1134	def add_vision_projector_scale_factor(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1166	def add_vision_is_deepstack_layers(self, layers: Sequence[bool]) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1174	def add_clip_audio_projector_type(self, value: str) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1180	def add_audio_embedding_length(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1183	def add_audio_feed_forward_length(self, value: int) -> None:	CODE
LOW⚡	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	1192	def add_audio_attention_layernorm_eps(self, value: float) -> None:	CODE
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	113	def get_total_parameter_count(self) -> tuple[int, int, int, int]:	CODE
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	618	def add_base_model_organization(self, source_id: int, organization: str) -> None:	CODE
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	621	def add_base_model_description(self, source_id: int, description: str) -> None:	CODE
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	690	def add_posnet_embedding_length(self, length: int) -> None:	CODE
199 more matches not shown…

Deep Nesting361 hits · 240 pts

Severity	File	Line	Context
LOW	block_mouse_forward.py	54	CODE
LOW	block_mouse_forward.py	61	CODE
LOW	core/logger.py	43	CODE
LOW	core/ui/toast_base.py	240	CODE
LOW	core/ui/toast_base.py	296	CODE
LOW	core/tools/token_sync.py	71	CODE
LOW	core/tools/zhconv/zhconv.py	76	CODE
LOW	core/tools/zhconv/zhconv.py	129	CODE
LOW	core/tools/zhconv/zhconv.py	169	CODE
LOW	core/tools/zhconv/zhconv.py	228	CODE
LOW	core/tools/zhconv/zhconv.py	285	CODE
LOW	core/tools/chinese_itn/ranges.py	29	CODE
LOW	core/tools/chinese_itn/sequence_parser.py	92	CODE
LOW	core/tools/chinese_itn/replacer.py	240	CODE
LOW	core/server/connection/ws_recv.py	55	CODE
LOW	core/server/connection/ws_send.py	13	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/aligner.py	19	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/aligner.py	73	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/aligner.py	99	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/aligner.py	190	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/asr.py	95	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	157	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	829	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	726	CODE
LOW	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	324	CODE
LOW	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	414	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	11287	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	11327	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	113	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	186	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	271	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	530	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	828	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	969	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1359	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1561	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1602	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1724	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2212	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2389	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2593	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2666	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2742	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3027	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3148	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3275	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3563	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3628	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3793	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3900	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4155	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4361	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4461	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4654	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4837	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	4987	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	5054	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	5094	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	5257	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	5402	CODE
301 more matches not shown…

Excessive Try-Catch Wrapping143 hits · 148 pts

Severity	File	Line	Snippet	Context
LOW	zip_release.py	280	except Exception as cleanup_error:	CODE
LOW	zip_release.py	283	except Exception as e:	CODE
LOW	core/logger.py	23	except Exception:	CODE
LOW	core/ui/context_menu_handler.py	61	except Exception as e:	CODE
LOW	core/ui/context_menu_handler.py	133	except Exception as e:	CODE
LOW	core/ui/context_menu_handler.py	151	except Exception as e:	CODE
LOW	core/ui/tray.py	66	except Exception as e:	CODE
LOW	core/ui/tray.py	101	except Exception as e:	CODE
LOW	core/ui/tray.py	174	except Exception:	CODE
LOW	core/ui/tray.py	275	except Exception as e:	CODE
LOW	core/ui/tray.py	284	except Exception as e:	CODE
LOW	core/ui/tray.py	309	except Exception as e:	CODE
LOW	core/ui/tray.py	319	except Exception as e:	CODE
LOW	core/ui/tray.py	366	except Exception:	CODE
LOW	core/ui/tray.py	387	except Exception:	CODE
LOW⚡	core/ui/toast_base.py	329	except Exception as e:	CODE
LOW	core/ui/toast_base.py	354	except Exception as e:	CODE
LOW⚡	core/ui/toast_base.py	488	except Exception as e:	STRING
LOW	core/ui/toast_manager.py	206	except Exception as e:	CODE
LOW	core/ui/hotword_menu_handler.py	58	except Exception as e:	CODE
LOW	core/ui/hotword_menu_handler.py	160	except Exception as e:	CODE
LOW	core/ui/hotword_menu_handler.py	177	except Exception as e:	CODE
LOW	core/tools/daemon_executor.py	21	except Exception as e:	CODE
MEDIUM	core/tools/daemon_executor.py	17	def wrapper():	CODE
LOW	core/tools/window_detector.py	67	except Exception:	CODE
LOW	core/tools/window_detector.py	121	except Exception:	STRING
LOW	core/tools/window_detector.py	149	except Exception:	STRING
LOW	core/tools/chinese_itn/ranges.py	131	except Exception:	CODE
LOW	core/tools/chinese_itn/mappings.py	19	except Exception:	CODE
LOW	core/tools/chinese_itn/mappings.py	27	except Exception:	CODE
LOW	core/server/ui/tray_manager.py	55	except Exception as e:	CODE
LOW	core/server/connection/ws_recv.py	151	except Exception as e:	CODE
LOW	core/server/connection/ws_recv.py	187	except Exception as e:	CODE
LOW	core/server/connection/ws_recv.py	199	except Exception as e:	CODE
LOW	core/server/connection/ws_send.py	68	except Exception as e:	CODE
LOW	core/server/formatter/text_formatter.py	52	except Exception as e:	CODE
LOW	core/server/formatter/text_formatter.py	59	except Exception as e:	CODE
LOW	core/server/engines/factory.py	73	except Exception as e:	CODE
LOW	core/server/engines/factory.py	89	except Exception as e:	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	181	except Exception as e:	CODE
LOW	…e/server/engines/qwen_asr_gguf/inference/asr_worker.py	36	except Exception as e:	CODE
LOW	…e/server/engines/qwen_asr_gguf/inference/asr_worker.py	66	except Exception as e:	CODE
LOW⚡	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	493	except Exception as e:	STRING
MEDIUM	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2080	def set_vocab(self):	CODE
MEDIUM	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3536	def set_vocab(self):	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	713	except Exception as e:	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	2083	except Exception:	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	7470	except Exception:	CODE
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	923	except Exception as e:	CODE
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1588	except Exception as e:	CODE
LOW	core/server/engines/ct_transformer/punc_engine.py	33	except Exception:	CODE
LOW	…e/server/engines/force_aligner_gguf/inference/llama.py	181	except Exception as e:	CODE
LOW	…ver/engines/force_aligner_gguf/inference/asr_worker.py	36	except Exception as e:	CODE
LOW	…ver/engines/force_aligner_gguf/inference/asr_worker.py	66	except Exception as e:	CODE
LOW⚡	…er/engines/force_aligner_gguf/inference/chinese_itn.py	493	except Exception as e:	STRING
MEDIUM	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	2080	def set_vocab(self):	CODE
MEDIUM	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	3536	def set_vocab(self):	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	713	except Exception as e:	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	2083	except Exception:	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	7470	except Exception:	CODE
83 more matches not shown…

Redundant / Tautological Comments51 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3585	# Check if it's a special token - treat special tokens as CONTROL tokens	COMMENT
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	3650	# Check if it's a special token - treat special tokens as CONTROL tokens	COMMENT
LOW	…e/server/engines/qwen_asr_gguf/export/gguf/metadata.py	261	# Check if we erroneously matched against './' or '../' etc...	COMMENT
LOW	…e/server/engines/qwen_asr_gguf/export/gguf/metadata.py	457	# Check if Hugging Face ID is present in URL	COMMENT
LOW	…e/server/engines/qwen_asr_gguf/export/gguf/metadata.py	515	# Check if Hugging Face ID is present in URL	COMMENT
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_reader.py	75	# Check if it's unsafe to perform slice optimization on data	COMMENT
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_reader.py	230	# Check if it's a simple scalar type.	COMMENT
LOW	…re/server/engines/qwen_asr_gguf/export/gguf/utility.py	207	# Check if we have enough data to read the metadata	COMMENT
LOW⚡	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1150	# Check if this is an enum field	COMMENT
LOW⚡	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1155	# Check if it's a name	COMMENT
LOW⚡	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1160	# Check if it's a number or "NAME (value)" format	COMMENT
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	965	# Check if this is an enum array	COMMENT
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	972	# Check if this is an enum field	COMMENT
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1072	# Check if this field has an enum type	COMMENT
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1317	# Check if this is one of the linked tokenizer keys	COMMENT
LOW	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1431	# Check if key already exists	COMMENT
LOW	…engines/qwen_asr_gguf/export/gguf/scripts/gguf_dump.py	336	# Check if new Tensor Group	COMMENT
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	3585	# Check if it's a special token - treat special tokens as CONTROL tokens	COMMENT
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	3650	# Check if it's a special token - treat special tokens as CONTROL tokens	COMMENT
LOW	…ver/engines/force_aligner_gguf/export/gguf/metadata.py	261	# Check if we erroneously matched against './' or '../' etc...	COMMENT
LOW	…ver/engines/force_aligner_gguf/export/gguf/metadata.py	457	# Check if Hugging Face ID is present in URL	COMMENT
LOW	…ver/engines/force_aligner_gguf/export/gguf/metadata.py	515	# Check if Hugging Face ID is present in URL	COMMENT
LOW	…/engines/force_aligner_gguf/export/gguf/gguf_reader.py	75	# Check if it's unsafe to perform slice optimization on data	COMMENT
LOW	…/engines/force_aligner_gguf/export/gguf/gguf_reader.py	230	# Check if it's a simple scalar type.	COMMENT
LOW	…rver/engines/force_aligner_gguf/export/gguf/utility.py	207	# Check if we have enough data to read the metadata	COMMENT
LOW⚡	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1150	# Check if this is an enum field	COMMENT
LOW⚡	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1155	# Check if it's a name	COMMENT
LOW⚡	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1160	# Check if it's a number or "NAME (value)" format	COMMENT
LOW	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	965	# Check if this is an enum array	COMMENT
LOW	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	972	# Check if this is an enum field	COMMENT
LOW	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1072	# Check if this field has an enum type	COMMENT
LOW	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1317	# Check if this is one of the linked tokenizer keys	COMMENT
LOW	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1431	# Check if key already exists	COMMENT
LOW	…es/force_aligner_gguf/export/gguf/scripts/gguf_dump.py	336	# Check if new Tensor Group	COMMENT
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	3585	# Check if it's a special token - treat special tokens as CONTROL tokens	COMMENT
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	3650	# Check if it's a special token - treat special tokens as CONTROL tokens	COMMENT
LOW	…re/server/engines/fun_asr_gguf/export/gguf/metadata.py	261	# Check if we erroneously matched against './' or '../' etc...	COMMENT
LOW	…re/server/engines/fun_asr_gguf/export/gguf/metadata.py	457	# Check if Hugging Face ID is present in URL	COMMENT
LOW	…re/server/engines/fun_asr_gguf/export/gguf/metadata.py	515	# Check if Hugging Face ID is present in URL	COMMENT
LOW	…server/engines/fun_asr_gguf/export/gguf/gguf_reader.py	75	# Check if it's unsafe to perform slice optimization on data	COMMENT
LOW	…server/engines/fun_asr_gguf/export/gguf/gguf_reader.py	230	# Check if it's a simple scalar type.	COMMENT
LOW	core/server/engines/fun_asr_gguf/export/gguf/utility.py	207	# Check if we have enough data to read the metadata	COMMENT
LOW⚡	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1150	# Check if this is an enum field	COMMENT
LOW⚡	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1155	# Check if it's a name	COMMENT
LOW⚡	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1160	# Check if it's a number or "NAME (value)" format	COMMENT
LOW	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	965	# Check if this is an enum array	COMMENT
LOW	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	972	# Check if this is an enum field	COMMENT
LOW	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1072	# Check if this field has an enum type	COMMENT
LOW	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1317	# Check if this is one of the linked tokenizer keys	COMMENT
LOW	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1431	# Check if key already exists	COMMENT
LOW	…/engines/fun_asr_gguf/export/gguf/scripts/gguf_dump.py	336	# Check if new Tensor Group	COMMENT

Modern Structural Boilerplate74 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	core/ui/toast_text.py	156	def _set_window_position(self, initial: bool = False) -> None:	CODE
LOW	core/ui/toast_text.py	202	def update_text(self, new_text: str) -> None:	CODE
LOW⚡	core/ui/toast_base.py	497	def update_text(self, new_text: str) -> None:	STRING
LOW⚡	core/ui/__init__.py	43	__all__ = [	CODE
LOW	core/ui/toast_label.py	127	def _set_window_position(self, initial: bool = False) -> None:	CODE
LOW	core/ui/toast_label.py	166	def update_text(self, new_text: str) -> None:	CODE
LOW	core/ui/toast_manager.py	240	def update_toast(self, msg_id: str, new_text: str) -> None:	CODE
LOW	core/tools/__init__.py	23	__all__ = [	CODE
LOW	core/tools/zhconv/__init__.py	16	__all__ = ['convert', 'convert_for_mw', 'issimp', 'tokenize', 'loaddict']	CODE
LOW	core/tools/chinese_itn/__init__.py	11	__all__ = ['chinese_to_num']	CODE
LOW	core/server/__init__.py	26	__all__ = [	CODE
LOW	core/server/merger/__init__.py	18	__all__ = [	CODE
LOW	core/server/formatter/__init__.py	11	__all__ = ['TextFormatter']	CODE
LOW⚡	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	18	__all__ = ['chinese_to_num']	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1280	def _set_vocab_none(self) -> None:	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1283	def _set_vocab_gpt2(self) -> None:	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	5636	def set_vocab(self) -> None:	CODE
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_writer.py	35	logger = logging.getLogger(__name__)	CODE
LOW	core/server/engines/qwen_asr_gguf/export/gguf/vocab.py	47	logger = logging.getLogger(__name__)	CODE
LOW	core/server/engines/qwen_asr_gguf/export/gguf/vocab.py	137	def _set_special_token(self, typ: str, tid: Any) -> None:	CODE
LOW	…erver/engines/qwen_asr_gguf/export/gguf/gguf_reader.py	34	logger = logging.getLogger(__name__)	CODE
LOW	core/server/engines/qwen_asr_gguf/export/gguf/lazy.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…qwen_asr_gguf/export/gguf/scripts/gguf_set_metadata.py	44	def set_metadata(reader: GGUFReader, args: argparse.Namespace) -> None:	CODE
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	425	__all__ = ["Qwen3ASRConfig", "Qwen3ASRThinkerConfig", "Qwen3ASRAudioEncoderConfig"]	CODE
LOW	…r_gguf/export/qwen3_asr_custom/processing_qwen3_asr.py	209	__all__ = ["Qwen3ASRProcessor"]	STRING
LOW	…asr_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1358	__all__ = [	STRING
LOW⚡	…er/engines/force_aligner_gguf/inference/chinese_itn.py	18	__all__ = ['chinese_to_num']	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	1280	def _set_vocab_none(self) -> None:	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	1283	def _set_vocab_gpt2(self) -> None:	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	5636	def set_vocab(self) -> None:	CODE
LOW	…/engines/force_aligner_gguf/export/gguf/gguf_writer.py	35	logger = logging.getLogger(__name__)	CODE
LOW	…server/engines/force_aligner_gguf/export/gguf/vocab.py	47	logger = logging.getLogger(__name__)	CODE
LOW	…server/engines/force_aligner_gguf/export/gguf/vocab.py	137	def _set_special_token(self, typ: str, tid: Any) -> None:	CODE
LOW	…/engines/force_aligner_gguf/export/gguf/gguf_reader.py	34	logger = logging.getLogger(__name__)	CODE
LOW	…/server/engines/force_aligner_gguf/export/gguf/lazy.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…_aligner_gguf/export/gguf/scripts/gguf_set_metadata.py	44	def set_metadata(reader: GGUFReader, args: argparse.Namespace) -> None:	CODE
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	425	__all__ = ["Qwen3ASRConfig", "Qwen3ASRThinkerConfig", "Qwen3ASRAudioEncoderConfig"]	CODE
LOW	…r_gguf/export/qwen3_asr_custom/processing_qwen3_asr.py	209	__all__ = ["Qwen3ASRProcessor"]	STRING
LOW	…ner_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1358	__all__ = [	STRING
LOW	core/server/engines/fun_asr_gguf/__init__.py	69	__all__ = [	CODE
LOW	core/server/engines/fun_asr_gguf/inference/schema.py	278	__all__ = [	CODE
LOW	…ver/engines/fun_asr_gguf/inference/hotword/__init__.py	16	__all__ = [	CODE
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	1280	def _set_vocab_none(self) -> None:	CODE
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	1283	def _set_vocab_gpt2(self) -> None:	CODE
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	5636	def set_vocab(self) -> None:	CODE
LOW	…server/engines/fun_asr_gguf/export/gguf/gguf_writer.py	35	logger = logging.getLogger(__name__)	CODE
LOW	core/server/engines/fun_asr_gguf/export/gguf/vocab.py	47	logger = logging.getLogger(__name__)	CODE
LOW	core/server/engines/fun_asr_gguf/export/gguf/vocab.py	137	def _set_special_token(self, typ: str, tid: Any) -> None:	CODE
LOW	…server/engines/fun_asr_gguf/export/gguf/gguf_reader.py	34	logger = logging.getLogger(__name__)	CODE
LOW	core/server/engines/fun_asr_gguf/export/gguf/lazy.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…/fun_asr_gguf/export/gguf/scripts/gguf_set_metadata.py	44	def set_metadata(reader: GGUFReader, args: argparse.Namespace) -> None:	CODE
LOW	core/server/engines/sensevoice_onnx/__init__.py	54	__all__ = [	CODE
LOW	…e/server/engines/sensevoice_onnx/inference/__init__.py	6	__all__ = ["SenseVoiceInference", "NumPyMelExtractor", "load_audio", "ASREngineConfig", "TranscriptionResult", "Recognit	CODE
LOW⚡	…erver/engines/sensevoice_onnx/inference/chinese_itn.py	18	__all__ = ['chinese_to_num']	CODE
LOW	core/server/engines/sensevoice_onnx/inference/schema.py	130	__all__ = [	CODE
LOW	core/server/worker/__init__.py	18	__all__ = ['RecognizerWorker', 'start_worker']	CODE
LOW	core/client/__init__.py	29	__all__ = [	CODE
LOW	core/client/state.py	171	def set_output_text(self, text: str) -> None:	CODE
LOW	core/client/ui/__init__.py	35	__all__ = [	CODE
LOW	core/client/shortcut/__init__.py	12	__all__ = [	CODE
14 more matches not shown…

Self-Referential Comments22 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	…e/server/engines/qwen_asr_gguf/export/gguf/metadata.py	66	# Create a new Metadata instance	COMMENT
MEDIUM	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	42	# Define the tokenizer keys that should be edited together	COMMENT
MEDIUM	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	228	# Create a dialog with enum options	COMMENT
MEDIUM	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	539	# Create a widget to hold the button	COMMENT
MEDIUM	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	579	# Create a dialog with enum options	COMMENT
MEDIUM	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	705	# Create a dialog with enum options	COMMENT
MEDIUM	…s/qwen_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1271	# Create a dialog with enum options	COMMENT
MEDIUM	…ver/engines/force_aligner_gguf/export/gguf/metadata.py	66	# Create a new Metadata instance	COMMENT
MEDIUM	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	42	# Define the tokenizer keys that should be edited together	COMMENT
MEDIUM	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	228	# Create a dialog with enum options	COMMENT
MEDIUM	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	539	# Create a widget to hold the button	COMMENT
MEDIUM	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	579	# Create a dialog with enum options	COMMENT
MEDIUM	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	705	# Create a dialog with enum options	COMMENT
MEDIUM	…ce_aligner_gguf/export/gguf/scripts/gguf_editor_gui.py	1271	# Create a dialog with enum options	COMMENT
MEDIUM	…re/server/engines/fun_asr_gguf/export/gguf/metadata.py	66	# Create a new Metadata instance	COMMENT
MEDIUM	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	42	# Define the tokenizer keys that should be edited together	COMMENT
MEDIUM	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	228	# Create a dialog with enum options	COMMENT
MEDIUM	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	539	# Create a widget to hold the button	COMMENT
MEDIUM	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	579	# Create a dialog with enum options	COMMENT
MEDIUM	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	705	# Create a dialog with enum options	COMMENT
MEDIUM	…es/fun_asr_gguf/export/gguf/scripts/gguf_editor_gui.py	1271	# Create a dialog with enum options	COMMENT
MEDIUM	core/client/hotword/hotword_generate_nb.py	62	# Create a new basic notebook template if it doesn't exist	COMMENT

Modern AI Meta-Vocabulary13 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	hot-server.txt	2	# 使用音素 RAG 匹配，支持中英文混合	COMMENT
MEDIUM	hot.txt	2	# 使用音素 RAG 匹配，支持中英文混合	COMMENT
MEDIUM⚡	config_client.py	56	hot = True # 是否启用热词替换（统一 RAG 匹配）	CODE
MEDIUM⚡	config_client.py	57	hot_thresh = 0.85 # RAG 替换热词阈值（高阈值，用于实际替换）	CODE
MEDIUM⚡	config_client.py	58	hot_similar = 0.6 # RAG 相似热词阈值（低阈值，用于 LLM 上下文）	CODE
MEDIUM⚡	…ver/engines/fun_asr_gguf/inference/hotword/rag_fast.py	130	# 高性能 RAG 检索器	COMMENT
MEDIUM	core/client/llm/llm_interfaces.py	47	# --- RAG 接口 ---	COMMENT
MEDIUM	core/client/llm/llm_constants.py	23	# ==================== RAG 常量 ====================	COMMENT
MEDIUM	core/client/llm/llm_exceptions.py	179	# --- RAG 相关异常 ---	COMMENT
MEDIUM	core/client/hotword/hotword_generate_nb.py	33	# 3. RAG Fast	COMMENT
MEDIUM⚡	core/client/hotword/rag_fast.py	124	# 高性能 RAG 检索器	COMMENT
MEDIUM⚡	core/client/hotword/hotword_standalone.py	247	# 3. RAG 加速检索 (rag_fast)	COMMENT
MEDIUM	assets/BUILD_GUIDE.md	48	├── hot.txt # 热词 - 基于 RAG 音素匹配（中英统一）	CODE

AI Structural Patterns42 hits · 35 pts

Severity	File	Line	Context
LOW	core/ui/toast_text.py	41	CODE
LOW	core/ui/toast_label.py	39	CODE
LOW	core/ui/toast.py	48	CODE
LOW	core/ui/toast.py	90	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/encoder.py	11	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	518	CODE
LOW	core/server/engines/qwen_asr_gguf/inference/llama.py	666	CODE
LOW	…/server/engines/qwen_asr_gguf/inference/chinese_itn.py	511	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	113	CODE
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	10156	CODE
LOW	…re/server/engines/qwen_asr_gguf/export/gguf/utility.py	90	CODE
LOW	…re/server/engines/qwen_asr_gguf/export/gguf/utility.py	185	CODE
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	83	CODE
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	230	CODE
LOW	…asr_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1159	CODE
LOW	…asr_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1258	CODE
LOW	…server/engines/force_aligner_gguf/inference/encoder.py	11	CODE
LOW	…e/server/engines/force_aligner_gguf/inference/llama.py	518	CODE
LOW	…e/server/engines/force_aligner_gguf/inference/llama.py	666	CODE
LOW	…er/engines/force_aligner_gguf/inference/chinese_itn.py	511	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	113	CODE
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	10156	CODE
LOW	…rver/engines/force_aligner_gguf/export/gguf/utility.py	90	CODE
LOW	…rver/engines/force_aligner_gguf/export/gguf/utility.py	185	CODE
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	83	CODE
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	230	CODE
LOW	…ner_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1159	CODE
LOW	…ner_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1258	CODE
LOW	…e/server/engines/fun_asr_gguf/inference/transcriber.py	19	CODE
LOW	core/server/engines/fun_asr_gguf/inference/llama.py	518	CODE
LOW	core/server/engines/fun_asr_gguf/inference/llama.py	666	CODE
LOW	core/server/engines/fun_asr_gguf/inference/pipeline.py	30	CODE
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	113	CODE
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	10156	CODE
LOW	…server/engines/fun_asr_gguf/export/model_definition.py	145	CODE
LOW	core/server/engines/fun_asr_gguf/export/gguf/utility.py	90	CODE
LOW	core/server/engines/fun_asr_gguf/export/gguf/utility.py	185	CODE
LOW	…erver/engines/sensevoice_onnx/inference/chinese_itn.py	511	CODE
LOW	core/server/engines/sensevoice_onnx/export/model.py	442	CODE
LOW	core/server/engines/sensevoice_onnx/export/model.py	594	CODE
LOW	core/server/engines/llama/llama.py	508	CODE
LOW	core/server/engines/llama/llama.py	656	CODE

AI Slop Vocabulary9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	…e/server/engines/qwen_asr_gguf/export/gguf/metadata.py	394	# (Definitely not part of hugging face formal/informal standard)	COMMENT
MEDIUM	…e/server/engines/qwen_asr_gguf/export/gguf/metadata.py	410	# (Definitely not part of hugging face formal/informal standard... but with model_ appended to match their s	COMMENT
MEDIUM	core/server/engines/qwen_asr_gguf/export/gguf/lazy.py	49	# TODO: make this even more comprehensive	COMMENT
MEDIUM	…ver/engines/force_aligner_gguf/export/gguf/metadata.py	394	# (Definitely not part of hugging face formal/informal standard)	COMMENT
MEDIUM	…ver/engines/force_aligner_gguf/export/gguf/metadata.py	410	# (Definitely not part of hugging face formal/informal standard... but with model_ appended to match their s	COMMENT
MEDIUM	…/server/engines/force_aligner_gguf/export/gguf/lazy.py	49	# TODO: make this even more comprehensive	COMMENT
MEDIUM	…re/server/engines/fun_asr_gguf/export/gguf/metadata.py	394	# (Definitely not part of hugging face formal/informal standard)	COMMENT
MEDIUM	…re/server/engines/fun_asr_gguf/export/gguf/metadata.py	410	# (Definitely not part of hugging face formal/informal standard... but with model_ appended to match their s	COMMENT
MEDIUM	core/server/engines/fun_asr_gguf/export/gguf/lazy.py	49	# TODO: make this even more comprehensive	COMMENT

Over-Commented Block20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	core/ui/toast.py	201	- 第三项	COMMENT
LOW	core/ui/toast.py	221	# time.sleep(7)	COMMENT
LOW	core/server/engines/qwen_asr_gguf/export/gguf/quants.py	441		COMMENT
LOW	core/server/engines/qwen_asr_gguf/export/gguf/quants.py	481	scales = scales.view(np.uint8)	COMMENT
LOW	…qwen_asr_gguf/export/gguf/scripts/gguf_set_metadata.py	21	return	COMMENT
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	1	# coding=utf-8	COMMENT
LOW	…r_gguf/export/qwen3_asr_custom/processing_qwen3_asr.py	1	# coding=utf-8	COMMENT
LOW	…ines/qwen_asr_gguf/export/qwen3_asr_custom/__init__.py	1	# coding=utf-8	COMMENT
LOW	…asr_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1	# coding=utf-8	COMMENT
LOW	…erver/engines/force_aligner_gguf/export/gguf/quants.py	441		COMMENT
LOW	…erver/engines/force_aligner_gguf/export/gguf/quants.py	481	scales = scales.view(np.uint8)	COMMENT
LOW	…_aligner_gguf/export/gguf/scripts/gguf_set_metadata.py	21	return	COMMENT
LOW	…guf/export/qwen3_asr_custom/configuration_qwen3_asr.py	1	# coding=utf-8	COMMENT
LOW	…r_gguf/export/qwen3_asr_custom/processing_qwen3_asr.py	1	# coding=utf-8	COMMENT
LOW	…force_aligner_gguf/export/qwen3_asr_custom/__init__.py	1	# coding=utf-8	COMMENT
LOW	…ner_gguf/export/qwen3_asr_custom/modeling_qwen3_asr.py	1	# coding=utf-8	COMMENT
LOW	core/server/engines/fun_asr_gguf/export/gguf/quants.py	441		COMMENT
LOW	core/server/engines/fun_asr_gguf/export/gguf/quants.py	481	scales = scales.view(np.uint8)	COMMENT
LOW	…/fun_asr_gguf/export/gguf/scripts/gguf_set_metadata.py	21	return	COMMENT
LOW	core/client/hotword/hotword_generate_nb.py	21	# The first split is the header and imports	COMMENT

Slop Phrases6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	993	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	1627	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	993	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	1627	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	993	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	1627	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…e/server/engines/fun_asr_gguf/inference/llm_decoder.py	57	asr_decoder.push(token_id)	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ver/engines/qwen_asr_gguf/export/convert_hf_to_gguf.py	6318	# TODO: implement self.prediction_coefs.weight.clamp_(...)	COMMENT
LOW	…ngines/force_aligner_gguf/export/convert_hf_to_gguf.py	6318	# TODO: implement self.prediction_coefs.weight.clamp_(...)	COMMENT
LOW	…rver/engines/fun_asr_gguf/export/convert_hf_to_gguf.py	6318	# TODO: implement self.prediction_coefs.weight.clamp_(...)	COMMENT

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/client/hotword/rag_fast_rf.py	99	# Step 1: C++ 内部滑动窗口找到最佳对齐位置	COMMENT
LOW⚡	core/client/hotword/rag_fast_rf.py	107	# Step 2: 提取对齐片段，用 OSA 精确打分（含交换操作）	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	core/client/hotword/rag_fast_rf.py	99	# Step 1: C++ 内部滑动窗口找到最佳对齐位置	COMMENT
LOW⚡	core/client/hotword/rag_fast_rf.py	107	# Step 2: 提取对齐片段，用 OSA 精确打分（含交换操作）	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings