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noonghunna/club-3090

Community recipes for serving LLMs on RTX 3090/4090/5090 CUDA gpus. Multi-engine (vLLM, sglang, llama.cpp and other custom engines) and model-agnostic. Currently shipping Qwen3.8-27B Qwen3.6 35B Gemma 4 26B Gemma 4 31B configs for 1×/2×/4x/8x cards.

44.1 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for noonghunna/club-3090, a Python project with 2,376 GitHub stars. SynthScan examined 367,114 lines of code across 1129 source files, recording 10145 pattern matches distributed across 23 syntactic categories. The legacy adjusted pattern signal is 44.1 (High 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.

44.1
Adjusted Signal
44.1
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
2.4K
Stars
Python
Language
367.1K
Lines of Code
1.1K
Files
10.1K
Pattern Hits
2026-10-12
Scan Date
0.33
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 57.1/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 6014 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.5/100 · LOW

Are imports declared and package/API names verified? 314 finding(s).

Agent Over-Engineering Ratio 77.1/100 · CRITICAL

Are wrappers, guards, and repeated structures necessary? 5534 finding(s).

PR Review Velocity Impact 91.9/100 · CRITICAL

Which changes need focused human review? 10145 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 2HIGH 372MEDIUM 3218LOW 6553

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 10145 distinct pattern matches across 23 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.

Decorative Section Separators2541 hits · 7542 pts
SeverityFileLineSnippetContext
MEDIUMAGENTS.md222# ===========================================================================COMMENT
MEDIUMAGENTS.md242# ---------------------------------------------------------------------------COMMENT
MEDIUMCLAUDE.md222# ===========================================================================COMMENT
MEDIUMCLAUDE.md242# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tools/kv-calc.py1557# =============================================================================COMMENT
MEDIUM⚡tools/kv-calc.py1559# =============================================================================COMMENT
MEDIUMtools/kv-calc.py395# =============================================================================COMMENT
MEDIUMtools/kv-calc.py397# =============================================================================COMMENT
MEDIUMtools/kv-calc.py428# =============================================================================COMMENT
MEDIUMtools/kv-calc.py430# =============================================================================COMMENT
MEDIUMtools/kv-calc.py559# =============================================================================COMMENT
MEDIUMtools/kv-calc.py561# =============================================================================COMMENT
MEDIUMtools/kv-calc.py624# =============================================================================COMMENT
MEDIUMtools/kv-calc.py626# =============================================================================COMMENT
MEDIUMtools/kv-calc.py637# =============================================================================COMMENT
MEDIUMtools/kv-calc.py639# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1330# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1332# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1644# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1646# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1674# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1676# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1996# =============================================================================COMMENT
MEDIUMtools/kv-calc.py1998# =============================================================================COMMENT
MEDIUMtools/kv-calc.py67# =============================================================================STRING
MEDIUMtools/kv-calc.py69# =============================================================================STRING
MEDIUMtools/kv-calc.py176# =============================================================================STRING
MEDIUMtools/kv-calc.py178# =============================================================================STRING
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py2997 # ── (3) GPU-VRAM → container attribution ──────────────────────────────COMMENT
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py4077 # ════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py4079 # ════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py4081 # ── Validate / Run: launch a validation script (WIRED, execution MOCKED) ──────COMMENT
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py5190 # ════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py5192 # ════════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡tools/serve-cockpit/club3090_cockpit/services.py5194 # ── Hook 1: Evaluate — hand the SHARED ServingTarget to c3t (design §4) ────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py120# ── Local card name (this rig) ──────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py150# ── ai-studio model manifest — loaded from the SHARED SoT ──────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py222# ── Subprocess runner protocol (dependency injection seam) ───────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py327# ── The service class ───────────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py632 # ── the settings env file for `docker compose --env-file` (#1466) ───────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py697 # ── small JSON helper ──────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py719 # ── READ: catalog ────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py794 # ── Download state (Download UX): which slugs' weights are on disk ────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py891 # ── Download plumbing: persistent logs + preflight ────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py957 # ── Download (Download UX): fetch a slug's weights via setup.sh ───────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1054 # ── settings (club-3090#1466) ────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1082 # ── launch settings (club-3090#1465, phase 3d) ───────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1548 # ── READ: explain (Tier-3 detail) ────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1559 # ── READ: fit ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1572 # ── READ: BYO check ──────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2371 # ── READ: containers ────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2672 # ── READ: container logs ──────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2755 # ── READ: boot-log KV back-solve (ADDING_MODELS.md Step 5, automated) ─────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2834 # ── READ: estate state ────────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2931 # ── UX Batch 5: estate telemetry (disk / RAM / GPU-VRAM attribution) ──────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2956 # ── (1) disk (#12) ────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py2980 # ── (2) RAM (N5) ──────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py3314 # ── THE DUAL-WRITER GATE ─────────────────────────────────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py3482 # ── WRITE: action builders (wired, execution-gated) ──────────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py3503 # ── Producer lane ② Serve — generate a compose, then serve it untested ─────────COMMENT
2481 more matches not shown…
Over-Commented Block3402 hits · 2814 pts
SeverityFileLineSnippetContext
LOWcliff.toml1# git-cliff config for club-3090 — generates GitHub Release notes fromCOMMENT
LOWcliff.toml81COMMENT
LOWAGENTS.md221```yamlCOMMENT
LOWCLAUDE.md221```yamlCOMMENT
LOWtools/kv-calc.py101 g_fields = ("hidden_size", "intermediate_size", "num_hidden_layers", "num_full_attn_layers", "num_sliding_attn_layerCOMMENT
LOWtools/kv-calc.py121 # `measured_kv_growing_bpt_tp1` term are UNCHANGED — this is a weight-SIZE fix only.COMMENT
LOWtools/kv-calc.py181# sequences grow — when VRAM runs out mid-fill the server OOMs (docs/CLIFFS.md).COMMENT
LOWtools/kv-calc.py481#COMMENT
LOWtools/kv-calc.py521 return h + 2 * v_likeCOMMENT
LOWtools/kv-calc.py541# the activation peak to guarantee generic-dense never predicts more fitCOMMENT
LOWtools/kv-calc.py841 # gemma4_unified (gemma-4-12b) MEASURED calibration. The 31B-derivedCOMMENT
LOWtools/kv-calc.py1241COMMENT
LOWtools/kv-calc.py1321 total_gb=total_gb,COMMENT
LOWtools/bump-engine-nightlies.sh1#!/usr/bin/env bashCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py121COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py181COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py481 ):COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py501 self.card = cardCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py521 # Write runner is constructed lazily and NEVER invoked in this phase.COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py841 # ABSENT must be probed at the directory the verify_glob ACTUALLY lives in,COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py1701 return stCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py1821 res = ByoResult.from_dict(repo, profile_like, data)COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py2881 if not state.error:COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py3441 for inst in active["instances"]:COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py3981 f"{plan.kind}:{plan.description}", variants=variantsCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py4081 # ── Validate / Run: launch a validation script (WIRED, execution MOCKED) ──────COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py4701 # slug → registry-variant engine), and pass THAT as the engine arg toCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py5701COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py5841 # "—" while speculation is running.COMMENT
LOWtools/serve-cockpit/club3090_cockpit/services.py5861 # Minimum host RAM for offload slugs (hard gate). Kept as int|None rather thanCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py401_CATALOG_PINNED = {"slug"} # identity — never hideableCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1381 yield Label(COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1401 # #723 additions: `provider` (weights author/org, before weights), `GB`COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1421 self._apply_columns_to_table(table)COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1441 # reads on mount, so a directly-constructed app starts canonical).COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1861COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1881 # guess is the worse failure here: a false hide looks like the slugCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py1901 # substring test; "gemma dual" now matches a gemma dual row (it did notCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py3241 stop_plan: Optional[ActionPlan] = NoneCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py3321 # SERVE (serve_ctx set):COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py3361 repo_root=None, **kwargs):COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py3441 return "inverted" if self._act8_gate_capable() else "fixed"COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py4521 )COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10001 # signature → super().bindings_changed runs → footer re-renders correctly.COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10081# list (the DataTable focus descends into / ascends out of). The single map readCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10161 self._run(action),COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10201 # shown at >= _FOOTER_WIDE_COLS, hidden below it. See that method.COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10221 Binding("up", "ascend_to_tabbar", show=False, priority=True),COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10241 Binding("h", "toggle_catalog_deprecated", "Deprecated", show=False),COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10261 Binding("2", "mode_validate", "Bring & Validate", show=False),COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10301 # [c] view the compose behind the focused thing. A SECOND `c`, gated to aCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10321 # "ctrl+l" pass. Only `a` and `j` are free in both cases app-wide, andCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10341 # ① Bring HF search front-end (\\[f]) — opens SearchHFScreen; a pickedCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10361 # [C] hides the Bring & Validate mode (the minimal rig view) + back.COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10521 # Containers). It is now context-gated in check_action (only the surfacesCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10541 # None meaning "any sub-tab in those modes" (used for whole-mode keys).COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10601 # NOT listed here (the old `({0, 1}, None)` entry was over-broad: it showedCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10621 }COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10681 # [k] cancels an in-flight ① Bring download — enabled ONLY in mode 1 withCOMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py10721 # _ALWAYS_ON / _PRODUCER_ONLY). show=False, so the bool only governs whetherCOMMENT
3342 more matches not shown…
Modern AI Meta-Vocabulary428 hits · 1280 pts
SeverityFileLineSnippetContext
MEDIUM⚡BENCHMARKS.md134| `llamacpp/mtp-vision` (re-tuned ⭐) | @noonghunna (1× 3090, 370 W) | Unsloth Q4_K_M MTP + mmproj-F16 @ **1 M-px** (`IMACODE
MEDIUM⚡BENCHMARKS.md134| `llamacpp/mtp-vision` (re-tuned ⭐) | @noonghunna (1× 3090, 370 W) | Unsloth Q4_K_M MTP + mmproj-F16 @ **1 M-px** (`IMACODE
MEDIUM⚡BENCHMARKS.md136| `ik-llama/iq4ks-two-stage` ⭐ (code) | @noonghunna (1× 3090, 370 W) | ubergarm MTP-IQ4_KS (`ubergarm/Qwen3.6-27B-GGUF`)CODE
MEDIUM⚡BENCHMARKS.md136| `ik-llama/iq4ks-two-stage` ⭐ (code) | @noonghunna (1× 3090, 370 W) | ubergarm MTP-IQ4_KS (`ubergarm/Qwen3.6-27B-GGUF`)CODE
MEDIUMBENCHMARKS.md221| `multi-fast` **KV-dtype A/B, v0.25.1 rerun** | @Whamp (same rig, 230 W, **P2P engaged via NCCL, custom AR engine-gatedCODE
MEDIUMBENCHMARKS.md512| `vllm/tess-dual-nvfp4` (Marlin W4A16 fallback, spec-off) 🧪 | @noonghunna (2× 3090 PCIe, sm_86) | fp8/e4m3 | 131072 | 6CODE
MEDIUMBENCHMARKS.md605| **`dual-awq.yml` (TP=2, MAX_NUM_SEQS=4, MTP n=4)** ⭐ | @noonghunna (2× 3090 PCIe, 230W cap) | bf16 | **65K** | **104.5CODE
MEDIUMBENCHMARKS.md654| `vllm/diffusiongemma-dual` (TP=2, fp8) — **cross-rig, first Blackwell** | @paulp83 (2× 5090 sm_120, **PCIe 5.0 ×8, no CODE
MEDIUMBENCHMARKS.md654| `vllm/diffusiongemma-dual` (TP=2, fp8) — **cross-rig, first Blackwell** | @paulp83 (2× 5090 sm_120, **PCIe 5.0 ×8, no CODE
MEDIUMBENCHMARKS.md682| **`gemma-4-26b-a4b/single/awq/int8.yml` (TP=1, INT8-PTH KV, MTP n=4)** ⭐⭐ ⚠️ Production-w/-caveats | @noonghunna (1× 3CODE
MEDIUMBENCHMARKS.md682| **`gemma-4-26b-a4b/single/awq/int8.yml` (TP=1, INT8-PTH KV, MTP n=4)** ⭐⭐ ⚠️ Production-w/-caveats | @noonghunna (1× 3CODE
MEDIUMBENCHMARKS.md738## Ornith-1.0 (DeepReinforce agentic-coding fine-tunes — 🧪 experimental)COMMENT
MEDIUM⚡BENCHMARKS.md760## Agents-A1 (InternScience 35B agentic MoE — ⚠️ production w/ caveats)COMMENT
MEDIUM⚡BENCHMARKS.md767| `vllm/agents-a1-dual` | @sumo-dandan (2× 3090 — one ×16@Gen3, one **×4 OCuLink eGPU dock** off chipset M.2; both cappeCODE
MEDIUM⚡BENCHMARKS.md767| `vllm/agents-a1-dual` | @sumo-dandan (2× 3090 — one ×16@Gen3, one **×4 OCuLink eGPU dock** off chipset M.2; both cappeCODE
MEDIUMBENCHMARKS.md781| `vllm/nemotron-75b-multi-mtp` | @TheFuzy (4× 3090 PCIe, EPYC 7302P, 250 W caps, PCIe-P2P engaged; [#706](https://githuCODE
MEDIUMBENCHMARKS.md781| `vllm/nemotron-75b-multi-mtp` | @TheFuzy (4× 3090 PCIe, EPYC 7302P, 250 W caps, PCIe-P2P engaged; [#706](https://githuCODE
MEDIUMBENCHMARKS.md800Run via [`benchlocal-cli`](https://github.com/noonghunna/benchlocal-cli) `aider-polyglot-30` pack. Different from the TPCODE
MEDIUMAGENTS.md353**Don't pair `rebench-full.sh` with `report.sh --full`** — rebench re-runs the same operational gates (verify/bench/agenCODE
MEDIUMCLAUDE.md353**Don't pair `rebench-full.sh` with `report.sh --full`** — rebench re-runs the same operational gates (verify/bench/agenCODE
MEDIUMtools/kv-calc.py131 # Agents-A1 (InternScience 35B agentic MoE): geometry verified byte-identicalSTRING
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py222# ── Subprocess runner protocol (dependency injection seam) ───────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1826 # scaffold's <...> placeholders stay placeholders. Read-onlyCOMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/services.py1998 # the ⑤ Promote scaffold; None keeps every placeholder as-is.COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py10312 # [P] Promotion scaffold preview (no live catalog write this phase)COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py10869 # mode 0 · tab-orchestration → scene switch (confirm-gated)COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py11121 # the Promote-to-catalog scaffold computes from.COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py12580 # Cache the arch facts for the lane ② Serve + the Promote scaffold (Phase 5).COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py16514 # #1156: the scaffold's spec.compose.content was NEVER filled — the appCOMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py16524 # served. The scaffold's deterministic 202xx value would register aCOMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py16765 # tabs (catalog→orchestration→containers→doctor) / 5 lane stages and neverCOMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py13591 self.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py7342# ── Phase 5 · Promote-to-catalog scaffold preview modal (design §3.5b) ────────────STRING
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py7689 f"# {scaffold.profile_path}\n{scaffold.profile_yaml}\n\n"STRING
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py7690 f"# {scaffold.registry_slug}\n{scaffold.registry_entry}\n"STRING
MEDIUMtools/serve-cockpit/club3090_cockpit/app.py10581 # compose path is resolvable, and none of them is tab-orchestration.STRING
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py755 # the ⑤ Promote scaffold (hidden_size / num_hidden_layers / num_attn_headsCOMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py759 # — the scaffold then keeps its <...> placeholders instead of fabricating.COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2344# ── Phase 5: promote-to-catalog scaffold computation (pure) ───────────────────────COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2730 # facts.moe=None ⇒ this adds nothing (byte-for-byte unchanged scaffold).COMMENT
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2743 # is added (byte-for-byte unchanged scaffold).COMMENT
MEDIUMtools/serve-cockpit/tests/test_uiux_phase4_gguf.py595 # Round-trip: every field the scaffold consumes carries provenance.COMMENT
MEDIUM⚡tools/serve-cockpit/tests/test_compose_viewer.py267 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/tests/test_services.py4259 assert sc.write_plan is None # nothing to stage on a failed scaffoldCODE
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py5408# agentic battery against the SERVING model. Confirm-gated (heavy + needs aCOMMENT
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py6500 # The default scaffold targets the LOCAL layer → exportable, andCOMMENT
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py6506 # A CORE-layer scaffold is NOT exportable (it already IS coreCOMMENT
MEDIUMtools/serve-cockpit/tests/test_app_headless.py6440 # A CORE-layer scaffold is NOT exportable (it already IS coreCOMMENT
MEDIUMtools/serve-cockpit/tests/test_app_headless.py7190 # On orchestration tab: estate-off + the power-cap menu are enabled;COMMENT
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py10237 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py10250 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py10264 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/tests/test_app_headless.py871 assert app.query_one("#operate-tabs", TabbedContent).active == "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/tests/test_app_headless.py932 app.query_one("#tab-orchestration", TabPane)CODE
MEDIUMtools/serve-cockpit/tests/test_app_headless.py3103 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/tests/test_app_headless.py4350 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/tests/test_app_headless.py8296 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUMtools/serve-cockpit/tests/test_app_headless.py10218 app.query_one("#operate-tabs", TabbedContent).active = "tab-orchestration"CODE
MEDIUM…b/ik-llama/compose/single/deepreinforce-q4km/ngram.yml3# Model: Ornith-1.0-9B (DeepReinforce official Q4_K_M GGUF — agentic-coding RL)COMMENT
MEDIUM…pp-club3090/compose/multi4/unsloth-q8-kxl/moecache.yml29# been booted. This file is scaffolding pending 4-card rig time.COMMENT
368 more matches not shown…
Hyper-Verbose Identifiers1700 hits · 1262 pts
SeverityFileLineSnippetContext
LOW⚡tools/kv-calc.py1561def _resolve_compose_for_predict(model_key, compose_id, vram, ctx_override=None):CODE
LOWtools/kv-calc.py288def _llamacpp_compute_buffer_gb(hidden_size: int, ubatch: int) -> float:CODE
LOWtools/kv-calc.py504def gdn_prefill_scratch_per_card_bytes(spec, tp, batched_tokens):CODE
LOWtools/kv-calc.py591def _compose_cfg_from_registry(profiles, model_id, legacy_name, registry_name):CODE
LOWtools/kv-calc.py928def _recurrent_state_per_card_bytes(spec, max_num_seqs, tp):CODE
LOWtools/kv-calc.py958def _indexer_cache_per_card_bytes(CODE
LOWtools/kv-calc.py986def _compressed_kv_per_card_bytes(CODE
LOWtools/kv-calc.py1014def architecture_cache_breakdown(CODE
LOWtools/kv-calc.py1119def activation_peak_per_card_bytes(spec, kv_format, max_ctx, tp, batched_tokens=None):CODE
LOWtools/kv-calc.py1368def is_generic_dense_eligible(config: dict) -> bool:CODE
LOWtools/kv-calc.py96def _load_model_specs_from_yaml(profiles):STRING
LOWtools/residency-instrument/sitecustomize.py22def _is_pre_serve_patch_process() -> bool:CODE
LOW⚡tools/residency-instrument/instrument.py381def _flashinfer_workspace_bytes() -> int:CODE
LOW⚡tools/residency-instrument/instrument.py454def _mtp_draft_resident_bytes() -> int:CODE
LOWtools/residency-instrument/instrument.py636def _patch_async_llm_generate() -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py634 def _materialize_settings_env_file(self, cmd: list[str]) -> tuple[list[str], Optional[Path]]:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py654 def _materialize_route_keys_file(self, cmd: list[str]) -> tuple[list[str], Optional[Path]]:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py684 async def _remove_env_file_when_done(self, path: Path, state: Any) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py781 async def _load_catalog_rows_fallback(self) -> tuple[list[VariantRow], Optional[str]]:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1111 async def _attach_running_launch_settings(self, view: "_launch.LaunchView") -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1263 def weights_download_progress(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1299 def download_complete_at_start(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1313 def weights_download_progress_set(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1605 def bring_download_in_progress(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1890 def profile_like_is_gguf_engine(self, profile_like: str) -> bool:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1909 def topology_cards_for_profile(self, profile_like: str) -> int:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2073 def _normalize_compose_command(raw) -> list:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2087 def _gguf_nextn_predict_layers(path: str) -> int:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2550 async def _stopped_studio_containers(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2597 async def _docker_ps_stack_containers(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py3896 def scene_service_states_sync(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py4225 def full_validation_report_plan(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py4252 async def run_full_validation_report(CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py4825 def _measure_protocol_caveats(vsbar: MeasureVsBar) -> list[str]:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py5062 def _driver_version_from_gpus(self, gpus: list[Any]) -> str:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py5733def _service_dir_matches_running(svc_dir: str, running_norm: str) -> bool:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py1517 def on_data_table_header_selected(self, event) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py6845 def on_data_table_row_highlighted(self, event: DataTable.RowHighlighted) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py6849 def on_data_table_row_selected(self, event: DataTable.RowSelected) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py12221 def action_doctor_verify_full(self) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py13539 def _switch_mode_keep_modes_focus(self, index: int) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py14066 def action_toggle_catalog_model(self) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py14074 def action_toggle_catalog_deprecated(self) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py14082 def action_toggle_catalog_downloaded(self) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py14140 def _primary_list_for_active_tab(self) -> Optional[DataTable]:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py14153 def _descend_target_for_active_tab(self):CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py14174 def action_descend_to_content(self) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py16157 async def generate_and_preview_compose(self, slug: str) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py16343 def _refresh_gate_target_banner(self) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py17074 def on_catalog_table_highlight_clicked(self, event) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py17084 def on_data_table_row_selected(self, event: DataTable.RowSelected) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py17091 def on_data_table_row_highlighted(self, event: DataTable.RowHighlighted) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py17181 def _refresh_container_config(self) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py445def _sanitize_catalog_columns(CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py1855 def _has_submission_measurement(self) -> bool:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py2068 def _incompatible_hidden_count(self) -> int:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py3187 def on_data_table_row_selected(self, event: DataTable.RowSelected) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py3574 def _thinking_persisted_source(self) -> str:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py10935 def _apply_footer_width_policy(self, width: Optional[int] = None) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py11334 def _sync_base_footer_visibility(self) -> None:CODE
1640 more matches not shown…
Empty Error Handlers339 hits · 1222 pts
SeverityFileLineSnippetContext
HIGHtools/kv-calc.py1743except ValueError:CODE
HIGHtools/kv-calc.py1759except ValueError:CODE
HIGHtools/residency-instrument/instrument.py362except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py260except (ProcessLookupError, AttributeError):CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py262except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py266except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py5886except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py370except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py395except (OSError, ValueError):CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py430except (OSError, ValueError):CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py692except asyncio.TimeoutError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py1051except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py1635except PermissionError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py1881except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py2068except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py3619except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py3651except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py4072except asyncio.TimeoutError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py5520except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py5649except (TypeError, ValueError):CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py5829except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py410except (TypeError, ValueError):CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py681except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py888except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py2718except OSError: # pragma: no cover - defensiveCODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py2812except OSError: # pragma: no cover - defensiveCODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py3538except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py1730except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py5508except ValueError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/services.py3152except (TypeError, ValueError):CODE
HIGHtools/serve-cockpit/club3090_cockpit/settings_store.py140except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/settings_store.py144except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/session_logging.py72except OSError:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1488except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1496except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1501except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1514except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1556except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1564except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1626except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1791except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1972except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py1980except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py2379except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py2409except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py2444except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py2460except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py2853except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py3123except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py3549except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py4581except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py4801except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5005except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5025except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5030except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5235except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5299except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5479except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5528except Exception:CODE
HIGHtools/serve-cockpit/club3090_cockpit/app.py5545except Exception:CODE
279 more matches not shown…
Excessive Try-Catch Wrapping827 hits · 644 pts
SeverityFileLineSnippetContext
LOWtools/kv-calc.py1843 except Exception as exc:CODE
LOWtools/kv-calc.py1870 except Exception as exc: # registry import / lookup robustnessCODE
LOWtools/kv-calc.py1931 except Exception as exc: # any pricing-path failure → honest unknownCODE
LOWtools/model-switch/server.py96 except Exception:CODE
LOWtools/model-switch/server.py143 except Exception:CODE
LOWtools/model-switch/server.py199 except Exception:CODE
LOWtools/model-switch/server.py207 except Exception:CODE
LOWtools/model-switch/server.py287 except Exception as e:CODE
MEDIUMtools/model-switch/server.py137def _docker_ps() -> list[dict]:CODE
LOWtools/residency-instrument/sitecustomize.py38 except Exception as exc: # pragma: no cover - must never block boot.CODE
LOW⚡tools/residency-instrument/instrument.py176 except Exception as exc: # pragma: no cover - instrumentation must not fail vLLM.CODE
LOW⚡tools/residency-instrument/instrument.py184 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py194 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py201 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py204 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py213 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py377 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py390 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py409 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py412 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py421 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py446 except Exception:CODE
LOW⚡tools/residency-instrument/instrument.py460 except Exception:CODE
LOWtools/residency-instrument/instrument.py26except Exception: # pragma: no cover - Windows is not a target here.CODE
LOWtools/residency-instrument/instrument.py127 except Exception:CODE
LOWtools/residency-instrument/instrument.py149 except Exception:CODE
LOWtools/residency-instrument/instrument.py249 except Exception:CODE
LOWtools/residency-instrument/instrument.py277 except Exception:CODE
LOWtools/residency-instrument/instrument.py324 except Exception:CODE
LOWtools/residency-instrument/instrument.py362 except Exception:CODE
LOWtools/residency-instrument/instrument.py478 except Exception:CODE
LOWtools/residency-instrument/instrument.py505 except Exception:CODE
LOWtools/residency-instrument/instrument.py523 except Exception:CODE
LOWtools/residency-instrument/instrument.py540 except Exception:CODE
LOWtools/residency-instrument/instrument.py555 except Exception:CODE
LOWtools/residency-instrument/instrument.py564 except Exception:CODE
LOWtools/residency-instrument/instrument.py611 except Exception:CODE
LOWtools/residency-instrument/instrument.py632 except Exception as exc:CODE
LOWtools/residency-instrument/instrument.py784 except Exception as exc: # pragma: no cover - observational only.CODE
LOWtools/residency-instrument/instrument.py796 except Exception:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/services.py2993 except Exception as exc: # pragma: no cover - defensiveCODE
LOW⚡tools/serve-cockpit/club3090_cockpit/services.py3000 except Exception as exc: # pragma: no cover - defensiveCODE
LOWtools/serve-cockpit/club3090_cockpit/services.py262 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py266 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py304 except Exception as exc: # pragma: no cover - defensiveCODE
LOWtools/serve-cockpit/club3090_cockpit/services.py646 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py666 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py812 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py817 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py888 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1051 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1543 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1881 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1916 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2068 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2133 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2251 except Exception as exc:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2268 except Exception as exc:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2831 except Exception:CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2852 except Exception as exc: # pragma: no cover - defensiveCODE
767 more matches not shown…
AI Slop Vocabulary181 hits · 564 pts
SeverityFileLineSnippetContext
MEDIUMtools/kv-calc.py1347# (This mirrors how the existing test harness loads the module.)COMMENT
LOWtools/serve-cockpit/club3090_cockpit/app.py12391 # focus the app itself had just set. The Fit-check button is theCOMMENT
MEDIUMtools/serve-cockpit/tests/test_services.py2305 # ... and the comprehensive 'off' command still ran via the write runner.COMMENT
MEDIUMtools/serve-cockpit/tests/test_services.py1767 """The 'off' scene routes here — comprehensive stop (gpu-mode off + estateSTRING
MEDIUM⚡tools/serve-cockpit/tests/test_app_headless.py5130# The cockpit FLAGS the protocol (matched power? same harness? same prompts?) —COMMENT
MEDIUMtools/serve-cockpit/tests/test_app_headless.py5167 # Protocol caveats FLAG what the cockpit can't verify (power/harness/COMMENT
MEDIUM…pp-club3090/compose/multi4/unsloth-q8-kxl/moecache.yml154 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…acpp-club3090/compose/dual/unsloth-q8-kxl/moecache.yml219 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…27b/vllm/compose/multi4/autoround-int4/dflash2-fp8.yml18# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM⚡…3.8-27b/vllm/compose/multi4/autoround-int4/dflash2.yml44# ⚠️⚠️ WHEN IT FIRED IT FAILED SILENTLY: the container restarts, the harness retries, andCOMMENT
MEDIUM⚡…3.8-27b/vllm/compose/multi4/autoround-int4/dflash2.yml50# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…qwen3.8-27b/vllm/compose/multi4/autoround-int4/mtp.yml42# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…ls/qwen3.8-27b/vllm/compose/multi4/fp8/dflash2-fp8.yml22# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM⚡models/qwen3.8-27b/vllm/compose/multi4/fp8/dflash2.yml40# ⚠️⚠️ WHEN IT FIRED IT FAILED SILENTLY: the container restarts, the harness retries, andCOMMENT
MEDIUM⚡models/qwen3.8-27b/vllm/compose/multi4/fp8/dflash2.yml46# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUMmodels/qwen3.8-27b/vllm/compose/multi4/fp8/mtp.yml49# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUMmodels/qwen3.8-27b/vllm/compose/single/nvfp4/mtp.yml35# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUMmodels/qwen3.8-27b/vllm/compose/dual/nvfp4/mtp.yml33# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…8-27b/vllm/compose/dual/autoround-int4/dflash2-fp8.yml16# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…en3.8-27b/vllm/compose/dual/autoround-int4/dflash2.yml27# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…s/qwen3.8-27b/vllm/compose/dual/autoround-int4/mtp.yml40# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…dels/qwen3.8-27b/vllm/compose/dual/fp8/dflash2-fp8.yml20# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUMmodels/qwen3.8-27b/vllm/compose/dual/fp8/mtp.yml41# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…27b/vllm/compose/multi8/autoround-int4/dflash2-fp8.yml18# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM⚡…3.8-27b/vllm/compose/multi8/autoround-int4/dflash2.yml45# ⚠️⚠️ WHEN IT FIRED IT FAILED SILENTLY: the container restarts, the harness retries, andCOMMENT
MEDIUM⚡…3.8-27b/vllm/compose/multi8/autoround-int4/dflash2.yml53# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…qwen3.8-27b/vllm/compose/multi8/autoround-int4/mtp.yml42# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM…ls/qwen3.8-27b/vllm/compose/multi8/fp8/dflash2-fp8.yml22# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM⚡models/qwen3.8-27b/vllm/compose/multi8/fp8/dflash2.yml40# ⚠️⚠️ WHEN IT FIRED IT FAILED SILENTLY: the container restarts, the harness retries, andCOMMENT
MEDIUM⚡models/qwen3.8-27b/vllm/compose/multi8/fp8/dflash2.yml48# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUMmodels/qwen3.8-27b/vllm/compose/multi8/fp8/mtp.yml51# figures came from OUR harness, not the engine: bench-agentic set TTFT on the firstCOMMENT
MEDIUM⚡…en3.8-27b/sglang/compose/multi4/autoround-int4/mtp.yml187# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡models/qwen3.8-27b/sglang/compose/multi4/fp8/mtp.yml193# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…qwen3.8-27b/sglang/compose/dual/autoround-int4/mtp.yml193# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡models/qwen3.8-27b/sglang/compose/dual/fp8/mtp.yml181# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…en3.8-27b/sglang/compose/multi8/autoround-int4/mtp.yml187# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡models/qwen3.8-27b/sglang/compose/multi8/fp8/mtp.yml193# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…en3.8-27b/sglang/compose/multi4/autoround-int4/mtp.yml193# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…nkingcap-qwen3.8-27b/sglang/compose/multi4/fp8/mtp.yml200# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…qwen3.8-27b/sglang/compose/dual/autoround-int4/mtp.yml201# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…hinkingcap-qwen3.8-27b/sglang/compose/dual/fp8/mtp.yml191# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…en3.8-27b/sglang/compose/multi8/autoround-int4/mtp.yml193# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM⚡…nkingcap-qwen3.8-27b/sglang/compose/multi8/fp8/mtp.yml200# first answer token. That is the mirror image of the #1096 harness bug (whichCOMMENT
MEDIUM…-a4b/vllm/patches/vllm-pr40886-awq-moe-keys/install.sh14# in `_weight_iterator`. Anchor-based insertion is robust to upstreamCOMMENT
MEDIUM…a4b/vllm/patches/gemma-image-fixes/marlin_utils_fp8.py59 # For GPUs that lack FP8 hardware support, we can leverage theCOMMENT
MEDIUM…-club3090/compose/multi4/unsloth-ud-q4kxl/moecache.yml175 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…pp-club3090/compose/dual/unsloth-ud-q4kxl/moecache.yml171 # artifact of the harness, not a measurement.COMMENT
MEDIUM…-club3090/compose/multi8/unsloth-ud-q4kxl/moecache.yml175 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…gemma-4-12b/vllm/compose/single/autoround-int8/mtp.yml17# undrafted. n=4 = robust default (near-peak, matches dual); SPEC_N=5 for code-max.COMMENT
MEDIUM…/llama-cpp/compose/single/bartowski-q8/full-vision.yml49# engine; (3) verify-full [7/10] was a harness false-fail onCOMMENT
MEDIUM⚡models/agents-a1/vllm/compose/dual/fp8-dynamic/fp8.yml16# behavior, not harness); (2) Ampere sm_86 serves FP8 WEIGHT-ONLYCOMMENT
MEDIUM⚡models/agents-a1/vllm/compose/dual/fp8-dynamic/fp8.yml28# (post benchlocal-cli #79+#81 harness, 2026-07-03)COMMENT
MEDIUM…cpp-club3090/compose/multi4/devquasar-q2k/moecache.yml348 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…acpp-club3090/compose/multi4/devquasar-q2k/offload.yml43# This tier pins 16 of 42 layers (38% of experts) with no such leverage.COMMENT
MEDIUM…acpp-club3090/compose/multi4/devquasar-q2k/offload.yml46# harness as the moecache arm -- only the tier differs):COMMENT
MEDIUM…acpp-club3090/compose/multi4/devquasar-q2k/offload.yml531 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…pp-club3090/compose/multi4/devquasar-q3km/moecache.yml346 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
MEDIUM…cpp-club3090/compose/multi4/devquasar-q3km/offload.yml43# This tier pins 12 of 42 layers (29% of experts) with no such leverage.COMMENT
MEDIUM…cpp-club3090/compose/multi4/devquasar-q3km/offload.yml46# harness as the moecache arm -- only the tier differs):COMMENT
MEDIUM…cpp-club3090/compose/multi4/devquasar-q3km/offload.yml529 # harness rather than a measurement. Measured cost of losing reuse onCOMMENT
121 more matches not shown…
Unused Imports284 hits · 248 pts
SeverityFileLineSnippetContext
LOWtools/kv-calc.py5CODE
LOWtools/repack_prefix.py25CODE
LOWtools/repack_prefix.py40CODE
LOWtools/model-switch/server.py33CODE
LOWtools/residency-instrument/sitecustomize.py9CODE
LOWtools/residency-instrument/instrument.py10CODE
LOWtools/residency-instrument/instrument.py13CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py28CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py54CODE
LOWtools/serve-cockpit/club3090_cockpit/registry.py8CODE
LOWtools/serve-cockpit/club3090_cockpit/registry.py8CODE
LOWtools/serve-cockpit/club3090_cockpit/registry.py8CODE
LOWtools/serve-cockpit/club3090_cockpit/registry.py8CODE
LOWtools/serve-cockpit/club3090_cockpit/settings_store.py30CODE
LOW…erve-cockpit/club3090_cockpit/launch_settings_store.py48CODE
LOWtools/serve-cockpit/club3090_cockpit/session_logging.py8CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py42CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py92CODE
LOWtools/serve-cockpit/club3090_cockpit/__main__.py3CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py16CODE
LOWtools/serve-cockpit/tests/test_launch_settings_form.py16CODE
LOWtools/serve-cockpit/tests/conftest.py20CODE
LOWtools/serve-cockpit/tests/test_compose_facts.py14CODE
LOWtools/serve-cockpit/tests/test_uiux_phase4_gguf.py7CODE
LOWtools/serve-cockpit/tests/test_uiux_phase4_gguf.py13CODE
LOWtools/serve-cockpit/tests/test_compose_viewer.py10CODE
LOWtools/serve-cockpit/tests/test_uiux_review_final.py8CODE
LOWtools/serve-cockpit/tests/test_route_g_e2e.py38CODE
LOWtools/serve-cockpit/tests/test_route_g_e2e.py49CODE
LOWtools/serve-cockpit/tests/test_services.py14CODE
LOWtools/serve-cockpit/tests/test_services.py61CODE
LOWtools/serve-cockpit/tests/test_services.py61CODE
LOWtools/serve-cockpit/tests/test_services.py3011CODE
LOWtools/serve-cockpit/tests/test_uiux_phase1.py6CODE
LOWtools/serve-cockpit/tests/test_uiux_phase1.py9CODE
LOWtools/serve-cockpit/tests/test_uiux_phase1.py126CODE
LOWtools/serve-cockpit/tests/test_app_headless.py24CODE
LOWtools/serve-cockpit/tests/test_app_headless.py63CODE
LOWtools/serve-cockpit/tests/test_app_headless.py63CODE
LOWtools/serve-cockpit/tests/test_app_headless.py63CODE
LOWtools/serve-cockpit/tests/test_app_headless.py63CODE
LOWtools/serve-cockpit/tests/test_app_headless.py7071CODE
LOWtools/serve-cockpit/tests/test_bootlog_solve.py21CODE
LOWtools/serve-cockpit/tests/test_uiux_funnel_oversized.py9CODE
LOWtools/serve-cockpit/tests/test_uiux_phase2.py3CODE
LOWtools/serve-cockpit/tests/test_settings_store.py18CODE
LOWtools/serve-cockpit/tests/test_settings_store.py21CODE
LOWtools/serve-cockpit/tests/test_uiux_phase3.py3CODE
LOWtools/serve-cockpit/tests/test_uiux_phase3.py6CODE
LOWtools/serve-cockpit/tests/test_uiux_phase3.py8CODE
LOWtools/serve-cockpit/tests/test_uiux_phase3.py76CODE
LOWtools/serve-cockpit/tests/test_family_scaffold.py11CODE
LOWtools/serve-cockpit/tests/test_registry_parser.py7CODE
LOWtools/serve-cockpit/tests/test_registry_parser.py9CODE
LOWtools/serve-cockpit/tests/test_uiux_model_info.py8CODE
LOWtools/serve-cockpit/tests/test_uiux_hf_search.py17CODE
LOWtools/serve-cockpit/tests/test_uiux_first_run.py21CODE
LOWtools/serve-cockpit/tests/test_uiux_first_run.py28CODE
LOWtools/serve-cockpit/tests/test_uiux_first_run.py35CODE
LOWtools/docs/slug_tables.py22CODE
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Deep Nesting207 hits · 150 pts
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LOWtools/kv-calc.py675CODE
LOWtools/kv-calc.py778CODE
LOWtools/kv-calc.py1119CODE
LOWtools/kv-calc.py1767CODE
LOWtools/kv-calc.py2021CODE
LOWtools/model-switch/server.py111CODE
LOWtools/model-switch/server.py153CODE
LOWtools/residency-instrument/instrument.py156CODE
LOWtools/residency-instrument/instrument.py266CODE
LOWtools/residency-instrument/instrument.py341CODE
LOWtools/residency-instrument/instrument.py381CODE
LOWtools/residency-instrument/instrument.py527CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1219CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1432CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py1658CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2003CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2087CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py3119CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py3574CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py3628CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py5367CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py5492CODE
LOWtools/serve-cockpit/club3090_cockpit/services.py2104CODE
LOWtools/serve-cockpit/club3090_cockpit/settings_store.py50CODE
LOWtools/serve-cockpit/club3090_cockpit/settings_store.py202CODE
LOW…erve-cockpit/club3090_cockpit/launch_settings_store.py68CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py2463CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py3885CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py6471CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py6653CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py8801CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py9122CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py9277CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py9554CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py10901CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py10915CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py10973CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py11208CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py11469CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py11763CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py11978CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py12522CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py13507CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py13672CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py13978CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py14337CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py14436CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py15099CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py16255CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py16979CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py17275CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py13513CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py1853CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py1982CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py2211CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py2568CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py3233CODE
LOWtools/serve-cockpit/club3090_cockpit/data.py2618CODE
LOWtools/serve-cockpit/tests/test_route_g_e2e.py77CODE
LOWtools/tui-core/club3090_tui_core/runner.py100CODE
147 more matches not shown…
Cross-Language Confusion22 hits · 140 pts
SeverityFileLineSnippetContext
HIGHtools/serve-cockpit/club3090_cockpit/app.py3621 (`:=` only fills unset/null). {} when nothing is exported."""STRING
HIGH⚡tools/serve-cockpit/tests/test_services.py1290 '{"arch": null, "eligible": false, "fit_verdict": "unsupported-format",'CODE
HIGH⚡tools/serve-cockpit/tests/test_services.py1292 ' "swap_path": {"drop_spec_config": false, "quant_match": null,'CODE
HIGH⚡tools/serve-cockpit/tests/test_services.py1293 ' "route": null, "sibling_slug": null}}'CODE
HIGH⚡tools/serve-cockpit/tests/test_services.py1296 '{"formats": ["gguf"], "safetensors": null, "gguf_variants":'CODE
HIGH⚡tools/serve-cockpit/tests/test_services.py1336 "--inventory": ok('{"formats": [], "safetensors": null, "gguf_variants": []}'),CODE
HIGH⚡tools/serve-cockpit/tests/test_app_headless.py1291 rows (`:=` only fills unset/null); [r] pins them EMPTY for this launch —STRING
HIGH⚡tools/serve-cockpit/tests/test_app_headless.py1292 compose passes '' through and the entrypoint treats empty as null, soSTRING
HIGHscripts/lib/resolved_config.py511 'declare -F %s >/dev/null || exit 0; unset %s; %s "$3" >/dev/null 2>&1; 'CODE
HIGHscripts/lib/resolved_config.py581 # compose renders a bare, unset passthrough as null; the daemon gives itCOMMENT
HIGHscripts/lib/run_context.py37 --json {"server_defaults": {..}|null, "run_meta": {..}, "notes": [..]}STRING
HIGHscripts/lib/profiles/pull.py625 # model/arch/quant null). Decision UNCHANGED.COMMENT
HIGHscripts/lib/profiles/pull.py1335 # boot never reached allocation -> actual null; the WHYCOMMENT
HIGHscripts/lib/profiles/promote.py21 "vision_capable": true|false|null, # null → omittedSTRING
HIGH⚡scripts/lib/profiles/capture.py871# actual:{ boot_peak_mib:int|null, gpu_worker_reported_mib:int|null },COMMENT
HIGH⚡scripts/lib/profiles/capture.py872# predicted_vs_actual_delta_mib:int|null,COMMENT
HIGH⚡scripts/lib/profiles/capture.py873# exit_error_summary:str|null,COMMENT
HIGHscripts/lib/profiles/capture.py921 # boot never reached allocation -> actual is null; the WHY lives inCOMMENT
HIGHscripts/lib/profiles/measurement_record.py380 the record is still written but the gap is explicit (never a silent null).STRING
HIGHscripts/lib/profiles/measurement_record.py525 # Soft-gap diagnostics (never a silent null): a list naming eachCOMMENT
HIGHscripts/lib/profiles/loop_input.py32 (`capture.py:569`) — F1 just SURFACES that null; it never expectsSTRING
HIGH⚡scripts/lib/profiles/loop_input.py302# null). `dedup_tuple()` therefore uses `.get(k, None)` (NOT `m[k]`) —COMMENT
Dead Code39 hits · 53 pts
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MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2574CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2575CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2576CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2578CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2579CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2586CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2587CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2591CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2592CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2611CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2616CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2618CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2640CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2641CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2642CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2643CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2644CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2645CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2650CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2652CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2655CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2656CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2659CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2662CODE
MEDIUMtools/serve-cockpit/club3090_cockpit/data.py2663CODE
MEDIUMscripts/lib/vram_breakdown.py196CODE
MEDIUMscripts/lib/vram_breakdown.py197CODE
MEDIUMscripts/lib/vram_breakdown.py201CODE
MEDIUMscripts/lib/vram_breakdown.py202CODE
MEDIUMscripts/lib/vram_breakdown.py205CODE
MEDIUMscripts/lib/vram_breakdown.py209CODE
MEDIUMscripts/lib/vram_breakdown.py210CODE
MEDIUMscripts/lib/vram_breakdown.py222CODE
MEDIUMscripts/lib/vram_breakdown.py223CODE
MEDIUMscripts/lib/vram_breakdown.py226CODE
MEDIUMscripts/lib/vram_breakdown.py242CODE
MEDIUMscripts/lib/vram_breakdown.py243CODE
MEDIUMscripts/lib/vram_breakdown.py246CODE
MEDIUMscripts/lib/vram_breakdown.py249CODE
Cross-File Repetition9 hits · 45 pts
SeverityFileLineSnippetContext
HIGH…m/patches/vllm-pr40391-v0.22.0/kv_cache_shape_utils.py0helpers for restoring padded-page logical kv cache shapes.STRING
HIGH…lm-pr40391-perheadkv/v1/worker/kv_cache_shape_utils.py0helpers for restoring padded-page logical kv cache shapes.STRING
HIGH…m/patches/vllm-pr40391-v0.22.0/kv_cache_shape_utils.py0helpers for restoring padded-page logical kv cache shapes.STRING
HIGH…m/patches/vllm-pr40391-v0.22.0/kv_cache_shape_utils.py0scale padded page size to a different runtime block size.STRING
HIGH…lm-pr40391-perheadkv/v1/worker/kv_cache_shape_utils.py0scale padded page size to a different runtime block size.STRING
HIGH…m/patches/vllm-pr40391-v0.22.0/kv_cache_shape_utils.py0scale padded page size to a different runtime block size.STRING
HIGH…m/patches/vllm-pr40391-v0.22.0/kv_cache_shape_utils.py0adjust the logical last dimension to match padded page size bytes.STRING
HIGH…lm-pr40391-perheadkv/v1/worker/kv_cache_shape_utils.py0adjust the logical last dimension to match padded page size bytes.STRING
HIGH…m/patches/vllm-pr40391-v0.22.0/kv_cache_shape_utils.py0adjust the logical last dimension to match padded page size bytes.STRING
Example Usage Blocks30 hits · 44 pts
SeverityFileLineSnippetContext
LOWtools/bump-engine-nightlies.sh8# Usage:COMMENT
LOWscripts/beellama-pin-bump.sh11# Usage:COMMENT
LOWscripts/launch.sh9# Usage:COMMENT
LOWscripts/bench.sh173# Usage:COMMENT
LOWscripts/bench.sh190# Usage:COMMENT
LOWscripts/generate-compose.sh11# Usage:COMMENT
LOWscripts/club3090-env.sh4# Usage:COMMENT
LOWscripts/rerun-failed-packs.sh24# Usage:COMMENT
LOWscripts/submit-bench.sh5# Usage:COMMENT
LOWscripts/spec-sweep.sh30# Usage:COMMENT
LOWscripts/setup-ai-studio.sh6# Usage:COMMENT
LOWscripts/rebench-full.sh46# Usage:COMMENT
LOWscripts/power-cap-sweep.sh12# Usage:COMMENT
LOWscripts/quality-baseline.sh16# Usage:COMMENT
LOW⚡scripts/report.sh9# Usage:COMMENT
LOW⚡scripts/bench-agentic.sh52# Usage:COMMENT
LOWscripts/verify-full.sh27# Usage:COMMENT
LOWscripts/update.sh19# Usage:COMMENT
LOWscripts/arch-ab.sh11# Usage:COMMENT
LOWscripts/concurrency-probe.sh22# Usage:COMMENT
LOWscripts/pull.sh17# Usage:COMMENT
LOWscripts/health.sh13# Usage:COMMENT
LOWscripts/verify-stress.sh47# Usage:COMMENT
LOWscripts/engine-pin-bump.sh27# Usage:COMMENT
LOWscripts/deep-context-probe.sh71# Usage:COMMENT
LOWscripts/switch.sh9# Usage:COMMENT
LOWscripts/pod.sh9# Usage:COMMENT
LOWscripts/tests/tier2/test-offload-matrix-real.sh19# Usage:COMMENT
LOWscripts/maintenance/list-image-pins.sh12# Usage:COMMENT
LOWservices/studio/push-pipe-to-owui.sh15# Usage:COMMENT
Modern Structural Boilerplate62 hits · 42 pts
SeverityFileLineSnippetContext
LOWtools/serve-cockpit/club3090_cockpit/services.py553 def set_logging_enabled(self, enabled: bool) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/registry.py15__all__ = [CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py1571 def set_model_dir_note(self, note: str) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py5534 def set_run_outcome(self, kind: str, status: str) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py8783 def set_next_hint(self, markup: str) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py8790 def set_continue_visible(self, visible: bool) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py9867 def set_surface(self, surface: str) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py15310 def _set_run_outcome(self, kind: str, status: str) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py1813 def set_serving_slug(self, slug: str, confidence: str = "") -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py1833 def set_live_free_vram(self, free_gb_by_index: Optional[dict[int, float]]) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py1940 def set_filter(self, text: str) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py1944 def set_model_filter(self, model: str) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py4045 def _set_start_binding_label(self, label: str) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py4061 def set_reconcile(self, rec: ReconcileResult) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py4154 def _set_force_binding_label(self, label: str) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py5862 def set_verify_running(self) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py5894 def set_verify_full_running(self) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py6978 def _set_hint(self, msg: str = "") -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py8772 def set_weights_line(self, markup: str) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py9526 def set_vram_split(self, vram: Optional[dict]) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py9549 def update_from_state(self, state: EstateState, *, as_of: str = "") -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py9845 def set_active(self, index: int) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py14958 def _set_log_follow_title(self) -> None:CODE
LOWtools/serve-cockpit/club3090_cockpit/app.py15941 def _set_bring_card(self, markup: str) -> None:CODE
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py1479 def set_columns(self, order: list[str], hidden: list[str]) -> None:STRING
LOW⚡tools/serve-cockpit/club3090_cockpit/app.py2843 def set_result(self, res: dict) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py2604 def set_detail(self, detail: Optional[dict], error: Optional[str]) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py2609 def set_cross_rig(self, rows: list[BenchRow]) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py5475 def set_target_banner(self, text: str) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py6179 def set_report(self, report: EvidenceReport) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py6252 def set_result(self, vsbar: MeasureVsBar) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py6380 def set_report(self, report: str, error: Optional[str]) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py6653 def set_view(self, view, status: str = "") -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py8156 def set_report(self, report: OptimizerReport) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py8646 def set_checking(self, repo: str) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py8652 def set_inspecting(self, repo: str) -> None:STRING
LOWtools/serve-cockpit/club3090_cockpit/app.py9119 def set_status(self, text: str) -> None:STRING
LOWtools/serve-cockpit/tests/test_app_headless.py778async def _settle(pilot) -> None:CODE
LOW⚡tools/tui-core/club3090_tui_core/widgets/live_pane.py341 def set_title(self, text: str) -> None:CODE
LOW⚡tools/tui-core/club3090_tui_core/widgets/live_pane.py349 def set_run_header(self, test_type: TestType, model: str, elapsed: str = "") -> None:CODE
LOW⚡tools/tui-core/club3090_tui_core/widgets/live_pane.py361 def update_elapsed_timer(self) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py68 def _update_bench(self, event: ParseEvent) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py87 def _update_verify(self, event: ParseEvent) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py108 def _update_stress(self, event: ParseEvent) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py135 def _update_quality(self, event: ParseEvent) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py153 def _update_soak(self, event: ParseEvent) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py175 def _update_rebench(self, event: ParseEvent) -> None:CODE
LOWtools/tui-core/club3090_tui_core/widgets/live_pane.py51 def update_from_event(self, event: ParseEvent, test_type: TestType) -> None:STRING
LOWtools/test-console/club3090_test_console/parsers.py17__all__ = [CODE
LOW⚡tools/test-console/club3090_test_console/app.py508 def _update_elapsed_timer(self) -> None:CODE
LOW⚡tools/test-console/club3090_test_console/app.py516 def _update_target_pane(self) -> None:CODE
LOWtools/test-console/club3090_test_console/detect.py18__all__ = [CODE
LOW…est-console/club3090_test_console/widgets/live_pane.py8__all__ = ["StructuredHeader", "LivePane"]CODE
LOW…console/club3090_test_console/widgets/manual_target.py5__all__ = ["ManualTargetScreen"]CODE
LOW…t-console/club3090_test_console/widgets/target_pane.py10__all__ = ["TargetPane", "STATUS_GLYPHS", "STATUS_COLORS", "REGISTRY_STATUS_GLYPHS"]CODE
LOW…-console/club3090_test_console/widgets/history_view.py9__all__ = ["RunRecord", "RunDetailScreen", "HistoryScreen"]CODE
LOW…est-console/club3090_test_console/widgets/test_menu.py132 def set_status(self, test_type: TestType, status: str) -> None:CODE
LOW…hes/vllm-pr40798-rebased/v1/worker/gpu_model_runner.py864 def update_max_model_len(self, max_model_len: int) -> None:CODE
LOW…hes/vllm-pr40798-rebased/v1/worker/gpu_model_runner.py4800 def update_config(self, overrides: dict[str, Any]) -> None:CODE
LOW…s/vllm-pr40391-perheadkv/v1/worker/gpu_model_runner.py870 def update_max_model_len(self, max_model_len: int) -> None:CODE
2 more matches not shown…
Structural Annotation Overuse17 hits · 25 pts
SeverityFileLineSnippetContext
LOW⚡tools/tui-core/club3090_tui_core/detect.py299 # Step 5: GPU infoCOMMENT
LOWtools/tui-core/club3090_tui_core/detect.py175 # Step 1: docker psCOMMENT
LOWtools/tui-core/club3090_tui_core/detect.py189 # Step 2: find inference containers.COMMENT
LOWtools/tui-core/club3090_tui_core/detect.py262 # Step 3: prefer a registry-claimed container (we know what it is), then oneCOMMENT
LOWtools/tui-core/club3090_tui_core/detect.py282 # Step 4: probe /v1/modelsCOMMENT
LOWdocs/LOCAL_AI_PRIMER.md11### Step 1: Hardware (The Rule of VRAM)COMMENT
LOWdocs/LOCAL_AI_PRIMER.md23### Step 2: Model Sizes and ArchitectureCOMMENT
LOWdocs/LOCAL_AI_PRIMER.md37### Step 3: The Engines (The Software that runs the AI)COMMENT
LOWdocs/LOCAL_AI_PRIMER.md49### Step 4: Quants, Cache, and Context (Shrinking the model)COMMENT
LOWdocs/LOCAL_AI_PRIMER.md67### Step 5: Prompt Templates (How to talk to it)COMMENT
LOWscripts/setup.sh593# Step 2: load saved settings (lets a saved choice persist) through the ONECOMMENT
LOWscripts/setup.sh622# Step 3: prompt if still unset + interactiveCOMMENT
LOWscripts/setup.sh670# Step 4: silent fallback (preserves prior behavior for non-TTY contexts)COMMENT
LOW⚡scripts/verify-stress.sh1510 # Step 1: detect context windowCOMMENT
LOW⚡scripts/verify-stress.sh1518 # Step 2: build the ladder — from ceiling_start to ceiling_fraction*n_ctxCOMMENT
LOWscripts/verify-stress.sh1602 # Step 3: run each rungCOMMENT
LOWscripts/verify-stress.sh1798 # Step 4: summaryCOMMENT
Hallucination Indicators2 hits · 25 pts
SeverityFileLineSnippetContext
CRITICALmodels/qwen3.6-27b/CHANGELOG.md477- **Cliff 2** — DeltaNet/GLA recurrent state buffer, fires on any single prompt above ~50-60K tokens regardless of mem-uCODE
CRITICAL…llm/compose/_archive/single/autoround-int4/tq3-mtp.yml41# Site: fla.ops.chunk.chunk_gated_delta_rule_fwd_h.h.new_empty(B, NT, H, V, K)COMMENT
Redundant / Tautological Comments12 hits · 19 pts
SeverityFileLineSnippetContext
LOW⚡tools/test-console/club3090_test_console/app.py623 # Check if a run is activeCOMMENT
LOW…gemma-26b-a4b/vllm/patches/gemma-image-fixes/marlin.py50 # Check if platform supports FP8 MarlinCOMMENT
LOW…hes/vllm-pr40798-rebased/v1/worker/gpu_model_runner.py4471 # Check if we need to copy draft tokens to CPU. In async scheduling,COMMENT
LOW…hes/vllm-pr40798-rebased/v1/worker/gpu_model_runner.py6419 # Check if attention backend supports PCP&DCP and related features.COMMENT
LOW…40914-k1-only/v1/attention/backends/turboquant_attn.py217 # Set seq_lens to 1 so CUDA graph capture is fastCOMMENT
LOW…tches/vllm-pr40391-perheadkv/v1/core/kv_cache_utils.py2000 # Check if the available memory is enough per worker.COMMENT
LOW…s/vllm-pr40391-perheadkv/v1/worker/gpu_model_runner.py4485 # Check if we need to copy draft tokens to CPU. In async scheduling,COMMENT
LOW…s/vllm-pr40391-perheadkv/v1/worker/gpu_model_runner.py6381 # Check if attention backend supports PCP&DCP and related features.COMMENT
LOW…gemma4-fp8-ampere/v1/attention/backends/triton_attn.py147 # Check if CUDA Graphs are enabled for decodeCOMMENT
LOW…p8-ampere/model_executor/layers/attention/attention.py240 # Check if per-head quant scales are required based on kv_cache_schemeCOMMENT
LOW…llm-perheadkv-hybridpage-fix/v1/core/kv_cache_utils.py2074 # Check if the available memory is enough per worker.COMMENT
LOWscripts/verify.sh204 # Check if model inlined <tool_call> as plain text — the symptom of a broken patchCOMMENT
Verbosity Indicators12 hits · 18 pts
SeverityFileLineSnippetContext
LOW⚡tools/tui-core/club3090_tui_core/detect.py299 # Step 5: GPU infoCOMMENT
LOWtools/tui-core/club3090_tui_core/detect.py175 # Step 1: docker psCOMMENT
LOWtools/tui-core/club3090_tui_core/detect.py189 # Step 2: find inference containers.COMMENT
LOWtools/tui-core/club3090_tui_core/detect.py262 # Step 3: prefer a registry-claimed container (we know what it is), then oneCOMMENT
LOWtools/tui-core/club3090_tui_core/detect.py282 # Step 4: probe /v1/modelsCOMMENT
LOWscripts/setup.sh593# Step 2: load saved settings (lets a saved choice persist) through the ONECOMMENT
LOWscripts/setup.sh622# Step 3: prompt if still unset + interactiveCOMMENT
LOWscripts/setup.sh670# Step 4: silent fallback (preserves prior behavior for non-TTY contexts)COMMENT
LOW⚡scripts/verify-stress.sh1510 # Step 1: detect context windowCOMMENT
LOW⚡scripts/verify-stress.sh1518 # Step 2: build the ladder — from ceiling_start to ceiling_fraction*n_ctxCOMMENT
LOWscripts/verify-stress.sh1602 # Step 3: run each rungCOMMENT
LOWscripts/verify-stress.sh1798 # Step 4: summaryCOMMENT
Self-Referential Comments5 hits · 15 pts
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MEDIUM…tches/vllm-pr40391-perheadkv/v1/core/kv_cache_utils.py194 # Create a fake head and a tail block for the doubly linked list toCOMMENT
MEDIUM…tches/vllm-pr40391-perheadkv/v1/core/kv_cache_utils.py758 # Define a function to check if a given model length fits in memoryCOMMENT
MEDIUM…llm-perheadkv-hybridpage-fix/v1/core/kv_cache_utils.py198 # Create a fake head and a tail block for the doubly linked list toCOMMENT
MEDIUM…llm-perheadkv-hybridpage-fix/v1/core/kv_cache_utils.py762 # Define a function to check if a given model length fits in memoryCOMMENT
MEDIUMscripts/lib/registry-emit.sh1006# This file is normally SOURCED for its functions (registry_variant_rows etc.).COMMENT
AI Structural Patterns17 hits · 12 pts
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LOWtools/kv-calc.py1014CODE
LOWtools/kv-calc.py1188CODE
LOWtools/kv-calc.py1447CODE
LOWtools/serve-cockpit/tests/test_app_headless.py691CODE
LOW…hes/vllm-pr40798-rebased/v1/worker/gpu_model_runner.py2100CODE
LOW…hes/vllm-pr40798-rebased/v1/worker/gpu_model_runner.py5290CODE
LOW…40914-k1-only/v1/attention/backends/turboquant_attn.py1030CODE
LOW…s/vllm-pr40391-perheadkv/v1/worker/gpu_model_runner.py2106CODE
LOW…s/vllm-pr40391-perheadkv/v1/worker/gpu_model_runner.py5305CODE
LOW…p8-ampere/model_executor/layers/attention/attention.py189CODE
LOWscripts/lib/engine_cache.py292CODE
LOWscripts/lib/profiles/compose_registry.py61CODE
LOWscripts/lib/profiles/pull.py529CODE
LOWscripts/lib/profiles/compat.py1111CODE
LOWscripts/lib/profiles/hf_fetch.py813CODE
LOWscripts/lib/profiles/measurement_record.py339CODE
LOWservices/studio/production/planner.py222CODE
Synthetic Comment Markers2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHdocs/UPSTREAM.md284| **[PR #28133](https://github.com/ggml-org/llama.cpp/pull/28133)** — mtmd: support DeepSeek-V4-Flash-Vision-Exp | 🟡 **OCODE
HIGHdocs/UPSTREAM.md284| **[PR #28133](https://github.com/ggml-org/llama.cpp/pull/28133)** — mtmd: support DeepSeek-V4-Flash-Vision-Exp | 🟡 **OCODE
Fake / Example Data6 hits · 6 pts
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LOWservices/studio/studio_pipe.py41WORKFLOWS = json.loads(r"""{"ltx-t2v": {"1": {"inputs": {"vae_name": "ltx-2.3-22b-distilled_audio_vae.safetensors", "devCODE
LOWservices/studio/workflows/ideogram4.json6 "pos": {"class_type": "CLIPTextEncode", "inputs": {"text": "placeholder", "clip": ["clip", 0]}},CODE
LOWservices/studio/workflows/hidream_o1.json3 "cond": {"class_type": "HiDreamO1Conditioning", "inputs": {"prompt": "placeholder", "negative_prompt": ""}},CODE
LOWservices/studio/workflows/stable_audio_sfx.json4 "pos": {"class_type": "CLIPTextEncode", "inputs": {"text": "placeholder", "clip": ["clip", 0]}},CODE
LOWservices/studio/workflows/chroma1_hd.json6 "pos": {"class_type": "CLIPTextEncode", "inputs": {"text": "placeholder", "clip": ["clip", 0]}},CODE
LOWservices/studio/workflows/ace_step_music.json6 "pos": {"class_type": "TextEncodeAceStepAudio", "inputs": {"clip": ["ckpt", 1], "tags": "placeholder", CODE
Overly Generic Function Names1 hit · 1 pts
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LOWscripts/soak-helper.py326 "src/example.py: def handle_request(payload):\n"CODE