AI Slop Code RIsk Monitor

josStorer/RWKV-Runner

A RWKV management and startup tool, full automation, only 8MB. And provides an interface compatible with the OpenAI API. RWKV is a large language model that is fully open source and available for commercial use.

9.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for josStorer/RWKV-Runner, a TypeScript project with 6,482 GitHub stars. SynthScan examined 140,730 lines of code across 408 source files, recording 1134 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 9.6 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

9.6
Adjusted Signal
9.6
Raw Pattern Score
100%
Time Factor
2026-09-04
Last Push
6.5K
Stars
TypeScript
Language
140.7K
Lines of Code
408
Files
1.1K
Pattern Hits
2026-10-12
Scan Date
0.15
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 21.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 668 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.7/100 · LOW

Are imports declared and package/API names verified? 309 finding(s).

Agent Over-Engineering Ratio 23.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 558 finding(s).

PR Review Velocity Impact 40.9/100 · MEDIUM

Which changes need focused human review? 1134 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 60MEDIUM 22LOW 1052

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 1134 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers343 hits · 333 pts
SeverityFileLineSnippetContext
LOWfrontend/wailsjs/go/backend_golang/App.d.ts25export function ConvertSafetensorsWithPython(arg1:string,arg2:string,arg3:string):Promise<string>;CODE
LOWfrontend/wailsjs/go/backend_golang/App.d.ts51export function GetMaxCudaComputeCapability():Promise<string>;CODE
LOWfrontend/wailsjs/go/backend_golang/App.js45export function ConvertSafetensorsWithPython(arg1, arg2, arg3) {CODE
LOWfrontend/wailsjs/go/backend_golang/App.js97export function GetMaxCudaComputeCapability() {CODE
LOWfrontend/wailsjs/runtime/runtime.d.ts103export function WindowSetSystemDefaultTheme(): void;CODE
LOWfrontend/wailsjs/runtime/runtime.d.ts203export function WindowSetBackgroundColour(R: number, G: number, B: number, A: number): void;CODE
LOWfrontend/wailsjs/runtime/runtime.js72export function WindowSetSystemDefaultTheme() {CODE
LOWfrontend/wailsjs/runtime/runtime.js160export function WindowSetBackgroundColour(R, G, B, A) {CODE
LOWfrontend/src/utils/index.tsx188function initLastUnfinishedModelDownloads() {CODE
LOWfrontend/src/utils/index.tsx457export function forceDownloadProgramFiles() {CODE
LOWfrontend/src/utils/index.tsx464export async function deleteDynamicProgramFiles() {CODE
LOWfrontend/src/utils/index.tsx855export function getMidiRawContentMainInstrument(rawContent: MidiMessage[]) {CODE
LOWfrontend/src/utils/index.tsx877export function flushMidiRecordingContent() {CODE
LOWfrontend/src/utils/rwkv-task.ts267export async function convertSafetensorsWithPython(CODE
LOWfrontend/src/utils/get-available-torch-cu-version.ts5export function getAvailableTorchCuVersion(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cache.py228 def _find_longest_prefix_node(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_speculative.py136 def find_candidate_pred_tokens(CODE
LOW⚡py310/Lib/site-packages/llama_cpp/_ggml.py1094def ggml_backend_buffer_clear(buffer: ggml_backend_buffer_t, value: ctypes.c_uint8):CODE
LOW⚡py310/Lib/site-packages/llama_cpp/_ggml.py1103def ggml_backend_buffer_is_host(buffer: ggml_backend_buffer_t) -> ctypes.c_bool:CODE
LOW⚡py310/Lib/site-packages/llama_cpp/_ggml.py1112def ggml_backend_buffer_set_usage(buffer: ggml_backend_buffer_t, usage: ctypes.c_int32):CODE
LOW⚡py310/Lib/site-packages/llama_cpp/_ggml.py1121def ggml_backend_buffer_get_usage(buffer: ggml_backend_buffer_t) -> ctypes.c_int32:CODE
LOW⚡py310/Lib/site-packages/llama_cpp/_ggml.py1130def ggml_backend_buffer_get_type(buffer: ggml_backend_buffer_t) -> ggml_backend_buffer_t:CODE
LOW⚡py310/Lib/site-packages/llama_cpp/_ggml.py1139def ggml_backend_buffer_reset(buffer: ggml_backend_buffer_t):CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py933def ggml_backend_buft_alloc_buffer(CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py945def ggml_backend_buft_get_alignment(buft: ggml_backend_buffer_type_t) -> ctypes.c_size_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py954def ggml_backend_buft_get_max_size(buft: ggml_backend_buffer_type_t) -> ctypes.c_size_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py966def ggml_backend_buft_get_alloc_size(CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py978def ggml_backend_buft_is_host(buft: ggml_backend_buffer_type_t) -> ctypes.c_bool:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py987def ggml_backend_buft_get_device(buft: ggml_backend_buffer_type_t) -> ggml_backend_dev_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1028def ggml_backend_buffer_get_base(buffer: ggml_backend_buffer_t):CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1037def ggml_backend_buffer_get_size(buffer: ggml_backend_buffer_t) -> ctypes.c_size_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1049def ggml_backend_buffer_init_tensor(CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1061def ggml_backend_buffer_get_alignment(buffer: ggml_backend_buffer_t) -> ctypes.c_size_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1070def ggml_backend_buffer_get_max_size(buffer: ggml_backend_buffer_t) -> ctypes.c_size_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1082def ggml_backend_buffer_get_alloc_size(CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1188def ggml_backend_device_register(device: ctypes.c_void_p):CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1259def ggml_backend_init_by_name(name: ctypes.c_char_p, params: ctypes.c_char_p) -> ggml_backend_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1319def ggml_backend_load_all_from_path(dir_path: ctypes.c_char_p):CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1334def ggml_backend_cpu_buffer_from_ptr(CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1350def ggml_backend_cpu_buffer_type() -> ggml_backend_buffer_type_t:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py147 def register_chat_completion_handler(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py165 def get_chat_completion_handler_by_name(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py177def get_chat_completion_handler(name: str) -> LlamaChatCompletionHandler:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py183def register_chat_completion_handler(name: str):CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py299def _convert_text_completion_logprobs_to_chat(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py324def _convert_text_completion_to_chat(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py348def _convert_text_completion_chunks_to_chat(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py391def _convert_completion_to_chat(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py408def _convert_completion_to_chat_function(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py457 def _stream_response_to_function_stream(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py585def chat_formatter_to_chat_completion_handler(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py778def hf_autotokenizer_to_chat_formatter(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py803def hf_autotokenizer_to_chat_completion_handler(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py810def hf_tokenizer_config_to_chat_formatter(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py858def hf_tokenizer_config_to_chat_completion_handler(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py868def guess_chat_format_from_gguf_metadata(metadata: Dict[str, str]) -> Optional[str]:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py974def _format_add_colon_space_single(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1033def _grammar_for_response_format(CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1568 def generate_shared_definitions(shared_defs, indent_level: int) -> str:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1585 def generate_schema_from_functions(functions, namespace="functions") -> str:CODE
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Unused Imports308 hits · 286 pts
SeverityFileLineSnippetContext
LOWpy310/Lib/site-packages/llama_cpp/llama_cache.py9CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cache.py20CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_tokenizer.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py10CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py16CODE
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py16CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py42CODE
LOWpy310/Lib/site-packages/llama_cpp/__init__.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/__init__.py2CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py23CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py30CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py30CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py30CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py30CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py26CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py27CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py33CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py35CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py37CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py37CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py37CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py37CODE
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py5CODE
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py21CODE
LOWpy310/Lib/site-packages/llama_cpp/_ctypes_extensions.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_embedding.py7CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_embedding.py7CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_embedding.py7CODE
LOWpy310/Lib/site-packages/llama_cpp/server/types.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/server/model.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/server/cli.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/server/settings.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/server/app.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/server/errors.py1CODE
LOWpy310/Lib/site-packages/llama_cpp/server/errors.py6CODE
LOWpy310/Lib/site-packages/llama_cpp/server/errors.py6CODE
LOWpy310/Lib/site-packages/llama_cpp/server/__main__.py25CODE
LOWfinetune/json2binidx_tool/tools/rwkv_tokenizer.py6CODE
LOWfinetune/json2binidx_tool/tools/rwkv_tokenizer.py6CODE
LOWfinetune/json2binidx_tool/tools/rwkv_tokenizer.py6CODE
LOWfinetune/json2binidx_tool/tools/rwkv_tokenizer.py6CODE
LOWfinetune/json2binidx_tool/tools/tokenizer.py24CODE
LOWfinetune/lora/merge_lora.py2CODE
LOWfinetune/lora/v6/train.py13CODE
LOWfinetune/lora/v6/train.py163CODE
LOWfinetune/lora/v6/train.py163CODE
LOWfinetune/lora/v6/train.py163CODE
LOWfinetune/lora/v6/train.py347CODE
LOWfinetune/lora/v6/merge/merge_state.py1CODE
LOWfinetune/lora/v6/merge/merge_state.py2CODE
LOWfinetune/lora/v6/merge/merge_state.py3CODE
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LOWfinetune/lora/v6/merge/merge_state.py7CODE
LOWfinetune/lora/v6/merge/merge.py2CODE
LOWfinetune/lora/v6/merge/merge.py3CODE
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Empty Error Handlers45 hits · 225 pts
SeverityFileLineSnippetContext
HIGHpy310/Lib/site-packages/llama_cpp/llama_chat_format.py2959except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py1148except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py1326except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py1679except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py85except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py510except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py935except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py1316except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py1659except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/_internals.py1799except Exception:CODE
HIGHpy310/Lib/site-packages/llama_cpp/llama.py2175except UnicodeError:CODE
HIGHfinetune/json2binidx_tool/tools/rwkv_tokenizer.py120except:CODE
HIGHfinetune/json2binidx_tool/tools/rwkv_tokenizer.py229except:CODE
HIGHfinetune/json2binidx_tool/tools/rwkv_tokenizer.py90except:CODE
HIGHfinetune/lora/v6/src/trainer.py144except:CODE
HIGHfinetune/lora/v6/src/trainer.py117except:CODE
HIGHfinetune/lora/v5/src/trainer.py145except:CODE
HIGHfinetune/lora/v5/src/trainer.py118except:CODE
HIGHfinetune/lora/v4/src/trainer.py100except:CODE
HIGHfinetune/lora/v4/src/trainer.py73except:CODE
HIGHbackend-python/main.py129except NameError:CODE
HIGHbackend-python/utils/rwkv.py275except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py551except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py310except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py337except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py366except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py422except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py385except HTTPException:CODE
HIGHbackend-python/utils/rwkv.py403except HTTPException:CODE
HIGHbackend-python/utils/llama.py139except:CODE
HIGHbackend-python/utils/torch.py29except:CODE
HIGHbackend-python/rwkv_pip/rwkv_tokenizer.py103except:CODE
HIGHbackend-python/rwkv_pip/model.py1346except:CODE
HIGHbackend-python/rwkv_pip/cpp/rwkv_cpp_model.py8except ModuleNotFoundError:CODE
HIGHbackend-python/albatross_engine/worker.py534except queue.Empty:CODE
HIGHbackend-python/albatross_engine/adapter.py459except Exception:CODE
HIGHbackend-python/albatross_engine/adapter.py333except asyncio.QueueFull:CODE
HIGHbackend-python/albatross_engine/adapter.py449except Exception:CODE
HIGHbackend-python/albatross_engine/adapter.py266except Exception:CODE
HIGHbackend-python/albatross_engine/adapter.py390except Exception:CODE
HIGHbackend-python/albatross_engine/core.py375except Exception:CODE
HIGHbackend-python/albatross_engine/core.py70except asyncio.QueueFull:CODE
HIGHbackend-python/albatross/utils.py156except:CODE
HIGHbackend-python/routes/config.py70except HTTPException:CODE
HIGHbackend-python/routes/state_cache.py232except:CODE
Deep Nesting114 hits · 102 pts
SeverityFileLineSnippetContext
LOWparse_api_log.py5CODE
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LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1884CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py5737CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py588CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1535CODE
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LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py2972CODE
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LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py3635CODE
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LOWpy310/Lib/site-packages/llama_cpp/llama_grammar.py296CODE
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LOWpy310/Lib/site-packages/llama_cpp/server/model.py74CODE
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LOWfinetune/json2binidx_tool/tools/indexed_dataset.py35CODE
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LOWfinetune/lora/v6/fla/models/abc/modeling_abc.py128CODE
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LOWfinetune/lora/v6/fla/models/hgrn/modeling_hgrn.py123CODE
LOW…lora/v6/fla/models/transformer/modeling_transformer.py257CODE
LOWfinetune/lora/v6/fla/models/mamba/modeling_mamba.py330CODE
LOWfinetune/lora/v6/fla/models/gla/modeling_gla.py128CODE
LOW…lora/v6/fla/models/linear_attn/modeling_linear_attn.py128CODE
LOWfinetune/lora/v6/fla/models/retnet/modeling_retnet.py126CODE
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LOWfinetune/lora/v6/fla/models/rwkv6/modeling_rwkv6.py166CODE
LOWfinetune/lora/v6/fla/modules/feature_map.py219CODE
LOWfinetune/lora/v6/src/model.py86CODE
LOWfinetune/lora/v6/src/model.py1271CODE
LOWfinetune/lora/v6/src/model.py1479CODE
LOWfinetune/lora/v6/src/model.py1868CODE
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LOWfinetune/lora/v6/src/model.py1763CODE
LOWfinetune/lora/v6/src/dataset.py15CODE
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Excessive Try-Catch Wrapping72 hits · 74 pts
SeverityFileLineSnippetContext
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py726 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1026 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1790 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py2173 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py2959 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py3251 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py3531 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py5938 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py6087 except Exception as e:CODE
MEDIUMpy310/Lib/site-packages/llama_cpp/_internals.py1323def __del__(self):CODE
MEDIUMpy310/Lib/site-packages/llama_cpp/_internals.py1676def __del__(self):CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py85 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py510 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py935 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1148 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1316 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1326 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1659 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1679 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1799 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1851 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py604 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py653 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py930 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py1046 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ctypes_extensions.py107 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/_ctypes_extensions.py118 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_grammar.py43 except Exception as err:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_grammar.py77 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_embedding.py437 except Exception as e:CODE
LOWpy310/Lib/site-packages/llama_cpp/server/errors.py180 except Exception as exc:CODE
LOWpy310/Lib/site-packages/llama_cpp/server/errors.py198 except Exception:CODE
LOWpy310/Lib/site-packages/llama_cpp/server/__main__.py80 except Exception as e:CODE
LOWfinetune/json2binidx_tool/tools/preprocess_data.py248 except Exception as e:CODE
LOWfinetune/lora/merge_lora.py66except Exception as e:CODE
LOWfinetune/lora/v6/src/trainer.py287 except Exception as e:CODE
LOWfinetune/lora/v5/src/trainer.py254 except Exception as e:CODE
LOWfinetune/lora/v4/src/trainer.py174 except Exception as e:CODE
LOWbackend-python/convert_safetensors.py119 except Exception as e:CODE
LOWbackend-python/convert_pytorch_to_ggml.py245 except Exception as e:CODE
LOWbackend-python/convert_model.py233except Exception as e:CODE
LOWbackend-python/bench/albatross_api_benchmark.py141 except Exception as error:CODE
LOWbackend-python/bench/albatross_http_client.py30 except Exception as exc:CODE
LOWbackend-python/bench/albatross_real_http_benchmark.py53 except Exception as exc:CODE
LOWbackend-python/tests/manual_albatross_smoke.py111 except Exception:CODE
LOWbackend-python/utils/rwkv.py813 except Exception as e:STRING
LOWbackend-python/utils/log.py40 except Exception as e:CODE
LOWbackend-python/utils/log.py49 except Exception as e:CODE
LOWbackend-python/rwkv_pip/utils.py84 except Exception as e:CODE
MEDIUMbackend-python/rwkv_pip/utils.py85 print(f"Error loading {WORD_NAME}: {e}")CODE
LOWbackend-python/albatross_engine/worker.py209 except Exception as e:CODE
LOWbackend-python/albatross_engine/worker.py256 except Exception as e:CODE
MEDIUM⚡backend-python/albatross_engine/adapter.py444 print(f"Error shutting down Albatross engine: {e}")CODE
MEDIUMbackend-python/albatross_engine/adapter.py110def run_event_loop():CODE
MEDIUMbackend-python/albatross_engine/adapter.py234def async_completion():CODE
MEDIUMbackend-python/albatross_engine/adapter.py330def put_result(event):CODE
MEDIUMbackend-python/albatross_engine/adapter.py456def __del__(self):CODE
LOW⚡backend-python/albatross_engine/adapter.py443 except Exception as e:CODE
LOW⚡backend-python/albatross_engine/adapter.py449 except Exception:CODE
LOW⚡backend-python/albatross_engine/adapter.py459 except Exception:CODE
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Over-Commented Block97 hits · 70 pts
SeverityFileLineSnippetContext
LOWfrontend/wailsjs/runtime/runtime.d.ts101// *Windows only*COMMENT
LOWfrontend/src/App.tsx1// reference: https://github.com/oliverschwendener/electron-fluent-uiCOMMENT
LOWfrontend/src/components/RunButton.tsx181 // await startWebGPUTaskChain(modelName, modelConfig)COMMENT
LOWfrontend/src/_locales/resources.ts1import ja from './ja/main.json'COMMENT
LOWfrontend/src/_locales/resources.ts21 // translation: it,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py81# // NOTE: always add types at the end of the enum to keep backward compatibilityCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py101# GGML_TYPE_IQ3_XXS = 18,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py161 GGML_TYPE_Q1_0 = 41COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py181# GGML_FTYPE_MOSTLY_Q4_1 = 3, // except 1d tensorsCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py241# GGML_OP_ADD_ID,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py261# GGML_OP_SILU_BACK,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py281# GGML_OP_GET_ROWS_BACK,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py301# GGML_OP_POOL_2D_BACK,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py321# GGML_OP_ADD_REL_POS,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py461# GGML_UNARY_OP_RELU,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py561 ("type", ctypes.c_int),COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py621COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py661COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py821COMMENT
LOWpy310/Lib/site-packages/llama_cpp/_ggml.py1141 Reset ggml_backend_bufferCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py3221 # The C++ parser only sees identical placeholders (e.g., "<__media__>").COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py141# NOTE: Deprecated and will be removed in the future. (already gone in llama.cpp)COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py161# LLAMA_VOCAB_PRE_TYPE_CHATGLM3 = 16,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py181# LLAMA_VOCAB_PRE_TYPE_HUNYUAN = 36,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py281LLAMA_TOKEN_TYPE_USER_DEFINED = 4COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py321# LLAMA_FTYPE_MOSTLY_Q8_0 = 7, // except 1d tensorsCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py341# LLAMA_FTYPE_MOSTLY_IQ3_M = 27, // except 1d tensorsCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py401# LLAMA_ROPE_SCALING_TYPE_LINEAR = 1,COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py461COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py541# // Input data for llama_encode/llama_decodeCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py701COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py721# // Called with a progress value between 0.0 and 1.0. Pass NULL to disable.COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py821COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py841# float yarn_ext_factor; // YaRN extrapolation mix factor, negative = from modelCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py861# bool offload_kqv; // offload the KQV ops (including the KV cache) to GPUCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py1021COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py1161COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py1181# ggml_tensor * apply_to(ggml_context * ctx, ggml_tensor * cur, int il) const;COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py2141# // n_embd should be the size of a single layer's control, and data should pointCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py2881COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py2941COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3701# // The API is thread-safe.COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3761COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3801 vocab: The vocabulary to use for tokenization.COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3861# //COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3941 Returns:COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3961# //COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py4001 ("logits", ctypes.c_void_p),COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py4021# // note: call once per samplerCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py4581# ///COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py4641# // "hell": 0.2COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py4781 ...COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py61# * WARNING: This API is experimental and subject to many BREAKING CHANGES.COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py81# struct mtmd_context;COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py101# };COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py121# }COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py141# struct mtmd_input_chunk {COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py181# enum clip_flash_attn_type flash_attn_type;COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py201# enum llama_flash_attn_type flash_attn_type;COMMENT
LOWpy310/Lib/site-packages/llama_cpp/mtmd_cpp.py621# // 1. "here is an image: <start_of_image>"COMMENT
37 more matches not shown…
AI Structural Patterns58 hits · 51 pts
SeverityFileLineSnippetContext
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1495CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py1884CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py5737CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py85CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py588CODE
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py3266CODE
LOWpy310/Lib/site-packages/llama_cpp/_internals.py1276CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py85CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py1107CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py1244CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py1794CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py2446CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py2600CODE
LOWpy310/Lib/site-packages/llama_cpp/llama.py2749CODE
LOWfinetune/lora/v6/fla/layers/hgrn.py22CODE
LOWfinetune/lora/v6/fla/layers/hgrn2.py22CODE
LOWfinetune/lora/v6/fla/layers/delta_net.py49CODE
LOWfinetune/lora/v6/fla/layers/rwkv6.py21CODE
LOWfinetune/lora/v6/fla/layers/rebased.py21CODE
LOWfinetune/lora/v6/fla/layers/simple_gla.py49CODE
LOWfinetune/lora/v6/fla/layers/gla.py68CODE
LOWfinetune/lora/v6/fla/layers/based.py18CODE
LOWfinetune/lora/v6/fla/layers/gated_abc.py22CODE
LOWfinetune/lora/v6/fla/layers/linear_attn.py15CODE
LOWfinetune/lora/v6/fla/layers/multiscale_retention.py62CODE
LOWfinetune/lora/v6/fla/layers/abc.py22CODE
LOWfinetune/lora/v6/fla/models/abc/modeling_abc.py183CODE
LOWfinetune/lora/v6/fla/models/abc/modeling_abc.py341CODE
LOWfinetune/lora/v6/fla/models/abc/configuration_abc.py13CODE
LOW…une/lora/v6/fla/models/delta_net/modeling_delta_net.py183CODE
LOW…une/lora/v6/fla/models/delta_net/modeling_delta_net.py352CODE
LOW…ora/v6/fla/models/delta_net/configuration_delta_net.py13CODE
LOWfinetune/lora/v6/fla/models/hgrn/modeling_hgrn.py180CODE
LOWfinetune/lora/v6/fla/models/hgrn/modeling_hgrn.py354CODE
LOWfinetune/lora/v6/fla/models/hgrn/configuration_hgrn.py13CODE
LOW…lora/v6/fla/models/transformer/modeling_transformer.py312CODE
LOW…lora/v6/fla/models/transformer/modeling_transformer.py469CODE
LOW…v6/fla/models/transformer/configuration_transformer.py13CODE
LOW…netune/lora/v6/fla/models/mamba/configuration_mamba.py99CODE
LOWfinetune/lora/v6/fla/models/gla/modeling_gla.py183CODE
LOWfinetune/lora/v6/fla/models/gla/modeling_gla.py350CODE
LOWfinetune/lora/v6/fla/models/gla/configuration_gla.py13CODE
LOW…lora/v6/fla/models/linear_attn/modeling_linear_attn.py185CODE
LOW…lora/v6/fla/models/linear_attn/modeling_linear_attn.py368CODE
LOW…v6/fla/models/linear_attn/configuration_linear_attn.py13CODE
LOWfinetune/lora/v6/fla/models/retnet/modeling_retnet.py183CODE
LOWfinetune/lora/v6/fla/models/retnet/modeling_retnet.py356CODE
LOW…tune/lora/v6/fla/models/retnet/configuration_retnet.py15CODE
LOWfinetune/lora/v6/fla/models/hgrn2/modeling_hgrn2.py180CODE
LOWfinetune/lora/v6/fla/models/hgrn2/modeling_hgrn2.py354CODE
LOW…netune/lora/v6/fla/models/hgrn2/configuration_hgrn2.py13CODE
LOWfinetune/lora/v6/fla/models/rwkv6/modeling_rwkv6.py223CODE
LOWfinetune/lora/v6/fla/models/rwkv6/modeling_rwkv6.py390CODE
LOW…netune/lora/v6/fla/models/rwkv6/configuration_rwkv6.py13CODE
LOWfinetune/lora/v6/fla/modules/fused_cross_entropy.py324CODE
LOWbackend-python/rwkv_pip/utils.py13CODE
LOWbackend-python/albatross_engine/interface.py30CODE
LOWbackend-python/albatross_engine/core.py227CODE
Cross-File Repetition10 hits · 50 pts
SeverityFileLineSnippetContext
HIGHfinetune/json2binidx_tool/tools/indexed_dataset.py0retrieves a single item from the dataset with the option to only return a portion of the item. get(idx) is the same as [STRING
HIGHfinetune/lora/v6/src/binidx.py0retrieves a single item from the dataset with the option to only return a portion of the item. get(idx) is the same as [STRING
HIGHfinetune/lora/v5/src/binidx.py0retrieves a single item from the dataset with the option to only return a portion of the item. get(idx) is the same as [STRING
HIGHfinetune/lora/v4/src/binidx.py0retrieves a single item from the dataset with the option to only return a portion of the item. get(idx) is the same as [STRING
HIGHfinetune/lora/v6/src/model.py0############################################################################ # # init model weight (slow for large modelSTRING
HIGHfinetune/lora/v5/src/model.py0############################################################################ # # init model weight (slow for large modelSTRING
HIGHfinetune/lora/v4/src/model.py0############################################################################ # # init model weight (slow for large modelSTRING
HIGHfinetune/lora/v6/src/binidx.py0if distributed is initialized print only on rank 0.STRING
HIGHfinetune/lora/v5/src/binidx.py0if distributed is initialized print only on rank 0.STRING
HIGHfinetune/lora/v4/src/binidx.py0if distributed is initialized print only on rank 0.STRING
Modern Structural Boilerplate28 hits · 28 pts
SeverityFileLineSnippetContext
LOWpy310/Lib/site-packages/llama_cpp/llama_speculative.py43 def _update_cache(self, input_ids: npt.NDArray[np.intc]) -> None:CODE
LOWfinetune/lora/v6/fla/__init__.py16__all__ = [CODE
LOWfinetune/lora/v6/fla/layers/__init__.py14__all__ = [CODE
LOWfinetune/lora/v6/fla/models/__init__.py18__all__ = [CODE
LOWfinetune/lora/v6/fla/models/abc/__init__.py13__all__ = ['ABCConfig', 'ABCForCausalLM', 'ABCModel']CODE
LOWfinetune/lora/v6/fla/models/delta_net/__init__.py14__all__ = ['DeltaNetConfig', 'DeltaNetForCausalLM', 'DeltaNetModel']CODE
LOWfinetune/lora/v6/fla/models/hgrn/__init__.py13__all__ = ['HGRNConfig', 'HGRNForCausalLM', 'HGRNModel']CODE
LOWfinetune/lora/v6/fla/models/transformer/__init__.py14__all__ = ['TransformerConfig', 'TransformerForCausalLM', 'TransformerModel']CODE
LOWfinetune/lora/v6/fla/models/mamba/__init__.py14__all__ = ['MambaConfig', 'MambaForCausalLM', 'MambaModel', 'MambaBlock']CODE
LOWfinetune/lora/v6/fla/models/gla/__init__.py13__all__ = ['GLAConfig', 'GLAForCausalLM', 'GLAModel']CODE
LOWfinetune/lora/v6/fla/models/linear_attn/__init__.py14__all__ = ['LinearAttentionConfig', 'LinearAttentionForCausalLM', 'LinearAttentionModel']CODE
LOWfinetune/lora/v6/fla/models/retnet/__init__.py13__all__ = ['RetNetConfig', 'RetNetForCausalLM', 'RetNetModel']CODE
LOWfinetune/lora/v6/fla/models/hgrn2/__init__.py13__all__ = ['HGRN2Config', 'HGRN2ForCausalLM', 'HGRN2Model']CODE
LOWfinetune/lora/v6/fla/models/rwkv6/__init__.py13__all__ = ['RWKV6Config', 'RWKV6ForCausalLM', 'RWKV6Model']CODE
LOWfinetune/lora/v6/fla/ops/__init__.py8__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/abc/__init__.py7__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/delta_rule/__init__.py7__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/retention/__init__.py8__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/hgrn/__init__.py6__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/rwkv4/__init__.py5__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/simple_gla/__init__.py5__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/gla/__init__.py7__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/linear_attn/__init__.py7__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/rebased/__init__.py5__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/based/__init__.py6__all__ = [CODE
LOWfinetune/lora/v6/fla/ops/rwkv6/__init__.py6__all__ = [CODE
LOWfinetune/lora/v6/fla/modules/__init__.py14__all__ = [CODE
LOWbackend-python/scripts/build_albatross_kernel.py208def update_manifest(manifest_path: Path, entry: dict) -> None:CODE
Docstring Block Structure5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHpy310/Lib/site-packages/llama_cpp/llama.py156Load a llama.cpp model from `model_path`. Examples: Basic usage >>> import llama_cpp STRING
HIGHpy310/Lib/site-packages/llama_cpp/llama.py809Tokenize a string. Args: text: The utf-8 encoded string to tokenize. add_bos: Whether tSTRING
HIGHpy310/Lib/site-packages/llama_cpp/llama.py1284Create a generator of tokens from a prompt. Examples: >>> llama = Llama("models/ggml-7b.bin") STRING
HIGHpy310/Lib/site-packages/llama_cpp/llama.py2491Generate text from a prompt. Args: prompt: The prompt to generate text from. suffix: A suffix to apSTRING
HIGHpy310/Lib/site-packages/llama_cpp/llama.py2645Generate text from a prompt. Args: prompt: The prompt to generate text from. suffix: A STRING
Structural Annotation Overuse11 hits · 22 pts
SeverityFileLineSnippetContext
LOWpy310/Lib/site-packages/llama_cpp/llama_types.py519# NOTE: The following type names are not part of the OpenAI OpenAPI specificationCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_cpp.py3868# /// NOTE: This function does not use a jinja parser. It only support a pre-defined list of template. See more: https:/COMMENT
LOW⚡py310/Lib/site-packages/llama_cpp/_internals.py1112 # Step 1: Transfer new logits from the model output to our working buffer.COMMENT
LOW⚡py310/Lib/site-packages/llama_cpp/_internals.py1115 # Step 2: Critical Reset.COMMENT
LOW⚡py310/Lib/site-packages/llama_cpp/_internals.py1120 # Step 3: Metadata update.COMMENT
LOW⚡backend-python/tests/function_call_stream.py110 # Step 3: call the functionCOMMENT
LOW⚡backend-python/tests/function_call_stream.py115 # Step 4: send the info for each function call and function response to the modelCOMMENT
LOWbackend-python/tests/function_call.py29 # Step 1: send the conversation and available functions to the modelCOMMENT
LOW⚡backend-python/tests/function_call.py64 # Step 2: check if the model wanted to call a functionCOMMENT
LOW⚡backend-python/tests/function_call.py66 # Step 3: call the functionCOMMENT
LOW⚡backend-python/tests/function_call.py72 # Step 4: send the info for each function call and function response to the modelCOMMENT
Verbosity Indicators9 hits · 20 pts
SeverityFileLineSnippetContext
LOW⚡py310/Lib/site-packages/llama_cpp/_internals.py1112 # Step 1: Transfer new logits from the model output to our working buffer.COMMENT
LOW⚡py310/Lib/site-packages/llama_cpp/_internals.py1115 # Step 2: Critical Reset.COMMENT
LOW⚡py310/Lib/site-packages/llama_cpp/_internals.py1120 # Step 3: Metadata update.COMMENT
LOW⚡backend-python/tests/function_call_stream.py110 # Step 3: call the functionCOMMENT
LOW⚡backend-python/tests/function_call_stream.py115 # Step 4: send the info for each function call and function response to the modelCOMMENT
LOWbackend-python/tests/function_call.py29 # Step 1: send the conversation and available functions to the modelCOMMENT
LOW⚡backend-python/tests/function_call.py64 # Step 2: check if the model wanted to call a functionCOMMENT
LOW⚡backend-python/tests/function_call.py66 # Step 3: call the functionCOMMENT
LOW⚡backend-python/tests/function_call.py72 # Step 4: send the info for each function call and function response to the modelCOMMENT
Self-Referential Comments6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMpy310/Lib/site-packages/llama_cpp/_internals.py1076 # Define the structure of llama_token_data to match the C++ memory layout.COMMENT
MEDIUMpy310/Lib/site-packages/llama_cpp/llama.py693 # Create a thread-safe interrupt eventCOMMENT
MEDIUMfinetune/json2binidx_tool/tools/preprocess_data.py2# This file is based on code by the authors denoted below and has been modified from its original version.COMMENT
MEDIUMfinetune/json2binidx_tool/tools/tokenizer.py2# This file is based on code by the authors denoted below and has been modified from its original version.COMMENT
MEDIUMfinetune/json2binidx_tool/tools/indexed_dataset.py2# This file is based on code by the authors denoted below and has been modified from its original version.COMMENT
MEDIUMassets/sound-font/sound_fetch.py86 # Create the file nameCOMMENT
Redundant / Tautological Comments10 hits · 15 pts
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LOWpy310/Lib/site-packages/llama_cpp/llama_cache.py241 # Check if the empty prefix (root) is cachedCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_speculative.py54 # Check if it's a perfect incremental append (verify if the previous token matches)COMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py2936 # Check if vision is supportedCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama_chat_format.py2945 # Check if audio is supportedCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/_internals.py448 # Check if the adapter exists and hasn't been freed yetCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/llama.py2095 # Check if stop sequence is in the tokenCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/_utils.py48 # Check if sys.stdout and sys.stderr have fileno methodCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/server/app.py110 # Check if yaml fileCOMMENT
LOWpy310/Lib/site-packages/llama_cpp/server/__main__.py63 # Check if yaml fileCOMMENT
LOWassets/sound-font/sound_fetch.py89 # Check if the file already existsCOMMENT
Slop Phrases9 hits · 10 pts
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LOWexportModelsJson.js1// Execute this script on the Hugging Face files list page to export JSON data. Don't forget to click "Load more files".COMMENT
MEDIUMmanifest.json4 "en": "RWKV is an open-source, commercially usable large language model with high flexibility and great potential foCODE
LOWfrontend/src/_locales/zh-hans/main.json368 "Don't forget to correctly fill in your Ollama API Chat Model Name.": "不要忘记正确填写你的Ollama API 聊天模型名",CODE
LOWfrontend/src/_locales/zh-hans/main.json369 "Don't forget to correctly fill in your llmman API Chat Model Name.": "不要忘记正确填写你的llmman API 聊天模型名",CODE
LOWfrontend/src/_locales/ja/main.json368 "Don't forget to correctly fill in your Ollama API Chat Model Name.": "Ollama APIチャットモデル名を正しく記入するのを忘れないでください。",CODE
LOWfrontend/src/_locales/ja/main.json369 "Don't forget to correctly fill in your llmman API Chat Model Name.": "llmman APIチャットモデル名を正しく記入するのを忘れないでください。",CODE
LOWfrontend/src/pages/Settings.tsx259 "Don't forget to correctly fill in your Ollama API Chat Model Name."CODE
LOWfrontend/src/pages/Settings.tsx266 "Don't forget to correctly fill in your llmman API Chat Model Name."CODE
MEDIUMfinetune/lora/v6/fla/ops/abc/naive.py73 This is just for demonstration purposes, with no numerical stabilities guaranteed.STRING
Modern AI Meta-Vocabulary2 hits · 6 pts
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MEDIUMpy310/Lib/site-packages/llama_cpp/llama.py900 # 2. Sanity check: If the incoming chunk itself is larger than the entire context window,COMMENT
MEDIUMpy310/Lib/site-packages/llama_cpp/llama.py1949 # Truncate max_tokens if requested tokens would exceed the context windowCOMMENT
AI Slop Vocabulary3 hits · 6 pts
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MEDIUMfrontend/package-lock.json7327 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUMpy310/Lib/site-packages/llama_cpp/llama_cpp.py2862# // NOTE: this is a helper function to facilitate transition to the new batch API - avoid using itCOMMENT
LOWfinetune/lora/v6/fla/modules/feature_map.py158 # currently we simply use linear layers without any non-linear activationsSTRING
Decorative Section Separators2 hits · 2 pts
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MEDIUMbackend-python/routes/completion.py1177# -----------------------------------STRING
MEDIUMbackend-python/routes/completion.py1179# -----------------------------------STRING
Example Usage Blocks1 hit · 2 pts
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LOWassets/soundfont_builder.rb18# Usage:COMMENT
Fake / Example Data1 hit · 1 pts
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LOWfrontend/i18nally.json70 "placeholder",CODE